// Generated from transpose_conv2d.mod.py
// DO NOT EDIT
// clang-format off
#include "TestHarness.h"
using namespace test_helper;  // NOLINT(google-build-using-namespace)

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none = TestModelManager::get().add("transpose_conv2d_nhwc_none", get_test_model_nhwc_none());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param63
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_all_inputs_as_internal", get_test_model_nhwc_none_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_none_all_tensors_as_inputs", get_test_model_nhwc_none_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param64
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param65
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param66
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_none_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_none_relaxed = TestModelManager::get().add("transpose_conv2d_nhwc_none_relaxed", get_test_model_nhwc_none_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param67
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_none_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_relaxed_all_inputs_as_internal", get_test_model_nhwc_none_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_none_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_none_relaxed_all_tensors_as_inputs", get_test_model_nhwc_none_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder5
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param68
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder6
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param69
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder7
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param70
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8 = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8", get_test_model_nhwc_none_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder8
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param71
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_all_inputs_as_internal", get_test_model_nhwc_none_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_all_tensors_as_inputs", get_test_model_nhwc_none_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder9
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param72
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder10
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param73
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_2", get_test_model_nhwc_none_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param74
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_all_inputs_as_internal_2", get_test_model_nhwc_none_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_none_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param75
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param76
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8", get_test_model_nhwc_none_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param77
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_none_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param78
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_2", get_test_model_nhwc_none_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder16
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param79
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_none_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder17
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param80
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_float16 = TestModelManager::get().add("transpose_conv2d_nhwc_none_float16", get_test_model_nhwc_none_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder18
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param81
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_float16_all_inputs_as_internal", get_test_model_nhwc_none_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_none_float16_all_tensors_as_inputs", get_test_model_nhwc_none_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_none_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder19
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param82
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder20
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param83
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param84
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_none_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_none_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_none_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu = TestModelManager::get().add("transpose_conv2d_nhwc_relu", get_test_model_nhwc_relu());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param85
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_all_inputs_as_internal", get_test_model_nhwc_relu_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu_all_tensors_as_inputs", get_test_model_nhwc_relu_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param86
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param87
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param88
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_relaxed = TestModelManager::get().add("transpose_conv2d_nhwc_relu_relaxed", get_test_model_nhwc_relu_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder26
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param89
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_relaxed_all_inputs_as_internal", get_test_model_nhwc_relu_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relu_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder27
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param90
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder28
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param91
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder29
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param92
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8", get_test_model_nhwc_relu_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder30
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param93
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_all_inputs_as_internal", get_test_model_nhwc_relu_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_all_tensors_as_inputs", get_test_model_nhwc_relu_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder31
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param94
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder32
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param95
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_2", get_test_model_nhwc_relu_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder33
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param96
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_all_inputs_as_internal_2", get_test_model_nhwc_relu_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder34
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param97
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder35
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param98
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8", get_test_model_nhwc_relu_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder36
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param99
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder37
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param100
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_2", get_test_model_nhwc_relu_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder38
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param101
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder39
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param102
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_float16 = TestModelManager::get().add("transpose_conv2d_nhwc_relu_float16", get_test_model_nhwc_relu_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder40
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param103
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_float16_all_inputs_as_internal", get_test_model_nhwc_relu_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu_float16_all_tensors_as_inputs", get_test_model_nhwc_relu_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param104
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param105
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param106
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1", get_test_model_nhwc_relu1());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param107
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_all_inputs_as_internal", get_test_model_nhwc_relu1_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_all_tensors_as_inputs", get_test_model_nhwc_relu1_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param108
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder46
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param109
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder47
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param110
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu1_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_relaxed = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_relaxed", get_test_model_nhwc_relu1_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder48
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param111
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_relaxed_all_inputs_as_internal", get_test_model_nhwc_relu1_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder49
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param112
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder50
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param113
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder51
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param114
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8", get_test_model_nhwc_relu1_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder52
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param115
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_all_inputs_as_internal", get_test_model_nhwc_relu1_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_all_tensors_as_inputs", get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder53
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param116
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder54
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param117
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_2", get_test_model_nhwc_relu1_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder55
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param118
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_all_inputs_as_internal_2", get_test_model_nhwc_relu1_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder56
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param119
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder57
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param120
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8", get_test_model_nhwc_relu1_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder58
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param121
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder59
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param122
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_2", get_test_model_nhwc_relu1_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder60
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param123
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder61
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param124
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_float16 = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_float16", get_test_model_nhwc_relu1_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder62
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param125
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_float16_all_inputs_as_internal", get_test_model_nhwc_relu1_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_float16_all_tensors_as_inputs", get_test_model_nhwc_relu1_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder63
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param126
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder64
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param127
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder65
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param128
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6", get_test_model_nhwc_relu6());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder66
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param129
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_all_inputs_as_internal", get_test_model_nhwc_relu6_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_all_tensors_as_inputs", get_test_model_nhwc_relu6_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder67
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param130
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder68
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param131
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder69
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param132
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu6_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_relaxed = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_relaxed", get_test_model_nhwc_relu6_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder70
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param133
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_relaxed_all_inputs_as_internal", get_test_model_nhwc_relu6_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder71
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param134
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder72
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param135
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder73
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param136
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8", get_test_model_nhwc_relu6_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder74
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param137
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_all_inputs_as_internal", get_test_model_nhwc_relu6_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_all_tensors_as_inputs", get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder75
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param138
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder76
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param139
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_2", get_test_model_nhwc_relu6_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder77
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param140
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_all_inputs_as_internal_2", get_test_model_nhwc_relu6_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder78
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param141
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder79
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param142
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8", get_test_model_nhwc_relu6_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder80
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param143
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder81
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param144
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_2", get_test_model_nhwc_relu6_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder82
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param145
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder83
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param146
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_float16 = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_float16", get_test_model_nhwc_relu6_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder84
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param147
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_float16_all_inputs_as_internal", get_test_model_nhwc_relu6_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_float16_all_tensors_as_inputs", get_test_model_nhwc_relu6_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 5, 5, 2})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder85
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param148
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder86
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param149
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder87
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param150
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none = TestModelManager::get().add("transpose_conv2d_nchw_none", get_test_model_nchw_none());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder88
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param151
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_all_inputs_as_internal", get_test_model_nchw_none_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_none_all_tensors_as_inputs", get_test_model_nchw_none_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder89
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param152
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder90
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param153
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder91
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param154
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_none_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_none_relaxed = TestModelManager::get().add("transpose_conv2d_nchw_none_relaxed", get_test_model_nchw_none_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder92
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param155
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_none_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_relaxed_all_inputs_as_internal", get_test_model_nchw_none_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_none_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_none_relaxed_all_tensors_as_inputs", get_test_model_nchw_none_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder93
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param156
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder94
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param157
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder95
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param158
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_none_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8 = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8", get_test_model_nchw_none_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder96
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param159
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_all_inputs_as_internal", get_test_model_nchw_none_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_all_tensors_as_inputs", get_test_model_nchw_none_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder97
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param160
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder98
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param161
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_2", get_test_model_nchw_none_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder99
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param162
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_all_inputs_as_internal_2", get_test_model_nchw_none_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_all_tensors_as_inputs_2", get_test_model_nchw_none_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder100
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param163
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder101
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param164
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_none_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8", get_test_model_nchw_none_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder102
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param165
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_all_inputs_as_internal", get_test_model_nchw_none_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder103
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param166
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_2", get_test_model_nchw_none_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder104
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param167
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_none_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder105
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param168
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_float16 = TestModelManager::get().add("transpose_conv2d_nchw_none_float16", get_test_model_nchw_none_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder106
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param169
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_float16_all_inputs_as_internal", get_test_model_nchw_none_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_none_float16_all_tensors_as_inputs", get_test_model_nchw_none_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_none_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder107
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param170
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder108
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param171
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder109
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param172
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_none_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_none_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_none_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu = TestModelManager::get().add("transpose_conv2d_nchw_relu", get_test_model_nchw_relu());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder110
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param173
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_all_inputs_as_internal", get_test_model_nchw_relu_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu_all_tensors_as_inputs", get_test_model_nchw_relu_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder111
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param174
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder112
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param175
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder113
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param176
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu_relaxed = TestModelManager::get().add("transpose_conv2d_nchw_relu_relaxed", get_test_model_nchw_relu_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder114
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param177
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_relaxed_all_inputs_as_internal", get_test_model_nchw_relu_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu_relaxed_all_tensors_as_inputs", get_test_model_nchw_relu_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder115
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param178
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder116
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param179
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder117
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param180
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8 = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8", get_test_model_nchw_relu_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder118
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param181
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_all_inputs_as_internal", get_test_model_nchw_relu_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_all_tensors_as_inputs", get_test_model_nchw_relu_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder119
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param182
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder120
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param183
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_2", get_test_model_nchw_relu_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder121
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param184
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_all_inputs_as_internal_2", get_test_model_nchw_relu_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_all_tensors_as_inputs_2", get_test_model_nchw_relu_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder122
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param185
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder123
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param186
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relu_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8", get_test_model_nchw_relu_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder124
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param187
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_all_inputs_as_internal", get_test_model_nchw_relu_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder125
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param188
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_2", get_test_model_nchw_relu_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder126
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param189
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_relu_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder127
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param190
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_float16 = TestModelManager::get().add("transpose_conv2d_nchw_relu_float16", get_test_model_nchw_relu_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder128
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param191
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_float16_all_inputs_as_internal", get_test_model_nchw_relu_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu_float16_all_tensors_as_inputs", get_test_model_nchw_relu_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder129
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param192
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder130
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param193
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder131
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param194
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1 = TestModelManager::get().add("transpose_conv2d_nchw_relu1", get_test_model_nchw_relu1());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder132
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param195
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_all_inputs_as_internal", get_test_model_nchw_relu1_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu1_all_tensors_as_inputs", get_test_model_nchw_relu1_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder133
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param196
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder134
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param197
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder135
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param198
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu1_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_relaxed = TestModelManager::get().add("transpose_conv2d_nchw_relu1_relaxed", get_test_model_nchw_relu1_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder136
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param199
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_relaxed_all_inputs_as_internal", get_test_model_nchw_relu1_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu1_relaxed_all_tensors_as_inputs", get_test_model_nchw_relu1_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder137
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param200
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder138
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param201
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder139
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param202
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu1_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8", get_test_model_nchw_relu1_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder140
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param203
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_all_inputs_as_internal", get_test_model_nchw_relu1_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_all_tensors_as_inputs", get_test_model_nchw_relu1_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder141
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param204
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder142
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param205
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_2", get_test_model_nchw_relu1_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder143
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param206
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_all_inputs_as_internal_2", get_test_model_nchw_relu1_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_all_tensors_as_inputs_2", get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder144
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param207
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder145
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param208
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8", get_test_model_nchw_relu1_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder146
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param209
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_all_inputs_as_internal", get_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder147
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param210
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_2", get_test_model_nchw_relu1_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder148
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param211
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder149
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param212
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_float16 = TestModelManager::get().add("transpose_conv2d_nchw_relu1_float16", get_test_model_nchw_relu1_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder150
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param213
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_float16_all_inputs_as_internal", get_test_model_nchw_relu1_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu1_float16_all_tensors_as_inputs", get_test_model_nchw_relu1_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder151
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param214
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder152
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param215
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder153
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param216
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu1_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6 = TestModelManager::get().add("transpose_conv2d_nchw_relu6", get_test_model_nchw_relu6());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder154
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param217
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_all_inputs_as_internal", get_test_model_nchw_relu6_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu6_all_tensors_as_inputs", get_test_model_nchw_relu6_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder155
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param218
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder156
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param219
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder157
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param220
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu6_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_relaxed = TestModelManager::get().add("transpose_conv2d_nchw_relu6_relaxed", get_test_model_nchw_relu6_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder158
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param221
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_relaxed_all_inputs_as_internal", get_test_model_nchw_relu6_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu6_relaxed_all_tensors_as_inputs", get_test_model_nchw_relu6_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder159
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param222
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder160
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param223
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // placeholder161
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param224
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu6_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8", get_test_model_nchw_relu6_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder162
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param225
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_all_inputs_as_internal", get_test_model_nchw_relu6_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_all_tensors_as_inputs", get_test_model_nchw_relu6_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 4, 6, 8})
                        }, { // placeholder163
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param226
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // placeholder164
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param227
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_2", get_test_model_nchw_relu6_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder165
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param228
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_all_inputs_as_internal_2", get_test_model_nchw_relu6_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_all_tensors_as_inputs_2", get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-6, -8})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder166
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param229
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder167
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param230
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8", get_test_model_nchw_relu6_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder168
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param231
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_all_inputs_as_internal", get_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.5f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder169
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param232
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_2", get_test_model_nchw_relu6_channelQuant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder170
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param233
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f, 0.5f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36})
                        }, { // op3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-24, -16})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({104, 108, 112, 116})
                        }, { // placeholder171
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param234
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_float16 = TestModelManager::get().add("transpose_conv2d_nchw_relu6_float16", get_test_model_nchw_relu6_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder172
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param235
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_float16_all_inputs_as_internal", get_test_model_nchw_relu6_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relu6_float16_all_tensors_as_inputs", get_test_model_nchw_relu6_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op2
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op3
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 2, 5, 5})
                        }, { // param
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param1
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param2
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // act
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op4
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f})
                        }, { // op1_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder173
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param236
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op2_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f})
                        }, { // placeholder174
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param237
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op3_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // placeholder175
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param238
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relu6_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc = TestModelManager::get().add("transpose_conv2d_nhwc", get_test_model_nhwc());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder176
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param239
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_all_inputs_as_internal", get_test_model_nhwc_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs", get_test_model_nhwc_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder177
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param240
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // placeholder178
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param241
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op31_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // placeholder179
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param242
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed", get_test_model_nhwc_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder180
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param243
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_inputs_as_internal", get_test_model_nhwc_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder181
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param244
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // placeholder182
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param245
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op31_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // placeholder183
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param246
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8", get_test_model_nhwc_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder184
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param247
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_inputs_as_internal", get_test_model_nhwc_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs", get_test_model_nhwc_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder185
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param248
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // placeholder186
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param249
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nhwc_channelQuant8", get_test_model_nhwc_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder187
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param250
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder188
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param251
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16 = TestModelManager::get().add("transpose_conv2d_nhwc_float16", get_test_model_nhwc_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // placeholder189
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param252
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_inputs_as_internal", get_test_model_nhwc_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs", get_test_model_nhwc_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 3, 4, 1})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // placeholder190
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param253
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // placeholder191
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param254
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op31_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // placeholder192
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param255
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw = TestModelManager::get().add("transpose_conv2d_nchw", get_test_model_nchw());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder193
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param256
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_all_inputs_as_internal", get_test_model_nchw_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs", get_test_model_nchw_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder194
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param257
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // placeholder195
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param258
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op31_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // placeholder196
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param259
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed = TestModelManager::get().add("transpose_conv2d_nchw_relaxed", get_test_model_nchw_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder197
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param260
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_inputs_as_internal", get_test_model_nchw_relaxed_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs", get_test_model_nchw_relaxed_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({300.0f, 500.0f})
                        }, { // placeholder198
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param261
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // placeholder199
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param262
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op31_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1000.0f})
                        }, { // placeholder200
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param263
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8 = TestModelManager::get().add("transpose_conv2d_nchw_quant8", get_test_model_nchw_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder201
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param264
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_inputs_as_internal", get_test_model_nchw_quant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs", get_test_model_nchw_quant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder202
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param265
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({164, 148, 152, 164, 160, 148, 140, 132, 144})
                        }, { // placeholder203
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param266
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_channelQuant8() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_channelQuant8 = TestModelManager::get().add("transpose_conv2d_nchw_channelQuant8", get_test_model_nchw_channelQuant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_channelQuant8_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder204
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param267
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_channelQuant8_all_inputs_as_internal", get_test_model_nchw_channelQuant8_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_channelQuant8_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_channelQuant8_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {
                                            .scales = {0.25f},
                                            .channelDim = 0
                                        },
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int8_t>({36, 20, 24, 36, 32, 20, 12, 4, 16})
                        }, { // op31
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-2000})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({150, 250})
                        }, { // placeholder205
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 2.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0})
                        }, { // param268
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {1, 2, 10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16 = TestModelManager::get().add("transpose_conv2d_nchw_float16", get_test_model_nchw_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // placeholder206
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param269
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_inputs_as_internal", get_test_model_nchw_float16_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs", get_test_model_nchw_float16_all_tensors_as_inputs());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal() {
    static TestModel model = {
        .main = {
                .operands = {{ // op11
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op21
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op31
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 3, 4})
                        }, { // param3
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param4
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param5
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({3})
                        }, { // param6
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op41
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f})
                        }, { // op11_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({300.0f, 500.0f})
                        }, { // placeholder207
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param270
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op21_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f})
                        }, { // placeholder208
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param271
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op31_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1000.0f})
                        }, { // placeholder209
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param272
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_2 = TestModelManager::get().add("transpose_conv2d_nhwc_2", get_test_model_nhwc_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder210
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param273
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_all_inputs_as_internal_2", get_test_model_nhwc_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_2", get_test_model_nhwc_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder211
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param274
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder212
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param275
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op32_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder213
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param276
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_2", get_test_model_nhwc_relaxed_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder214
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param277
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_inputs_as_internal_2", get_test_model_nhwc_relaxed_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_2", get_test_model_nhwc_relaxed_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder215
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param278
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder216
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param279
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op32_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder217
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param280
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_2 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_2", get_test_model_nhwc_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder218
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param281
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_inputs_as_internal_2", get_test_model_nhwc_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder219
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param282
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder220
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param283
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_2 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_2", get_test_model_nhwc_float16_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder221
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param284
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_inputs_as_internal_2", get_test_model_nhwc_float16_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_2", get_test_model_nhwc_float16_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder222
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param285
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder223
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param286
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op32_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder224
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param287
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_2 = TestModelManager::get().add("transpose_conv2d_nchw_2", get_test_model_nchw_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder225
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param288
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_all_inputs_as_internal_2", get_test_model_nchw_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_2", get_test_model_nchw_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder226
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param289
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder227
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param290
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op32_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder228
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param291
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_2 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_2", get_test_model_nchw_relaxed_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder229
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param292
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_inputs_as_internal_2", get_test_model_nchw_relaxed_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_2", get_test_model_nchw_relaxed_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder230
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param293
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder231
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param294
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op32_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder232
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param295
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_2 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_2", get_test_model_nchw_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder233
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param296
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_inputs_as_internal_2", get_test_model_nchw_quant8_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_2", get_test_model_nchw_quant8_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder234
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param297
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder235
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param298
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_2 = TestModelManager::get().add("transpose_conv2d_nchw_float16_2", get_test_model_nchw_float16_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder236
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param299
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_inputs_as_internal_2", get_test_model_nchw_float16_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_2 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_2", get_test_model_nchw_float16_all_tensors_as_inputs_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_2() {
    static TestModel model = {
        .main = {
                .operands = {{ // op12
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op22
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op32
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape2
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param7
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param8
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param9
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param10
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op42
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f})
                        }, { // op12_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder237
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param300
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op22_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder238
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param301
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op32_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder239
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param302
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_2 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_2", get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_3 = TestModelManager::get().add("transpose_conv2d_nhwc_3", get_test_model_nhwc_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder240
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param303
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_all_inputs_as_internal_3", get_test_model_nhwc_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_3", get_test_model_nhwc_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder241
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param304
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder242
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param305
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op33_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder243
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param306
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_3 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_3", get_test_model_nhwc_relaxed_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder244
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param307
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_inputs_as_internal_3", get_test_model_nhwc_relaxed_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_3", get_test_model_nhwc_relaxed_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder245
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param308
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder246
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param309
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op33_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder247
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param310
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_3 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_3", get_test_model_nhwc_quant8_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138})
                        }, { // placeholder248
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({10})
                        }, { // param311
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_inputs_as_internal_3", get_test_model_nhwc_quant8_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_3", get_test_model_nhwc_quant8_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138})
                        }, { // placeholder249
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({10})
                        }, { // param312
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder250
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param313
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_3 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_3", get_test_model_nhwc_float16_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder251
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param314
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_inputs_as_internal_3", get_test_model_nhwc_float16_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_3", get_test_model_nhwc_float16_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 6, 6, 1})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 6, 6, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder252
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param315
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder253
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param316
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op33_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder254
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param317
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_3 = TestModelManager::get().add("transpose_conv2d_nchw_3", get_test_model_nchw_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder255
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param318
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_all_inputs_as_internal_3", get_test_model_nchw_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_3", get_test_model_nchw_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder256
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param319
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder257
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param320
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op33_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder258
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param321
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_3 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_3", get_test_model_nchw_relaxed_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder259
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param322
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_inputs_as_internal_3", get_test_model_nchw_relaxed_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_3", get_test_model_nchw_relaxed_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder260
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param323
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder261
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param324
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op33_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder262
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param325
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_3 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_3", get_test_model_nchw_quant8_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138})
                        }, { // placeholder263
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({10})
                        }, { // param326
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_inputs_as_internal_3", get_test_model_nchw_quant8_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_3", get_test_model_nchw_quant8_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 32.0f,
                            .zeroPoint = 80,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138})
                        }, { // placeholder264
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 10,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({10})
                        }, { // param327
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder265
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param328
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_3 = TestModelManager::get().add("transpose_conv2d_nchw_float16_3", get_test_model_nchw_float16_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder266
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param329
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_inputs_as_internal_3", get_test_model_nchw_float16_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_3 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_3", get_test_model_nchw_float16_all_tensors_as_inputs_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_3() {
    static TestModel model = {
        .main = {
                .operands = {{ // op13
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op23
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op33
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape3
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 6, 6})
                        }, { // param11
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param12
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param13
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param14
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op43
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 6, 6},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f})
                        }, { // op13_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder267
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param330
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op23_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder268
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param331
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op33_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder269
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param332
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_3 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_3", get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_3());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_4 = TestModelManager::get().add("transpose_conv2d_nhwc_4", get_test_model_nhwc_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder270
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param333
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_all_inputs_as_internal_4", get_test_model_nhwc_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_4", get_test_model_nhwc_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder271
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param334
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder272
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param335
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op34_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder273
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param336
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {18, 19, 20},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12, 15, 18},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_4 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_4", get_test_model_nhwc_relaxed_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder274
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param337
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_inputs_as_internal_4", get_test_model_nhwc_relaxed_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_4", get_test_model_nhwc_relaxed_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder275
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param338
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder276
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param339
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op34_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder277
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param340
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {18, 19, 20},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12, 15, 18},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_4 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_4", get_test_model_nhwc_quant8_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder278
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param341
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_inputs_as_internal_4", get_test_model_nhwc_quant8_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_4", get_test_model_nhwc_quant8_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164})
                        }, { // placeholder279
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param342
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // placeholder280
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param343
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {2, 12, 15},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_4 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_4", get_test_model_nhwc_float16_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder281
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param344
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_inputs_as_internal_4", get_test_model_nhwc_float16_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_4", get_test_model_nhwc_float16_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f})
                        }, { // placeholder282
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param345
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder283
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param346
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op34_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder284
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param347
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {18, 19, 20},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12, 15, 18},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_4 = TestModelManager::get().add("transpose_conv2d_nchw_4", get_test_model_nchw_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder285
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param348
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_all_inputs_as_internal_4", get_test_model_nchw_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_4", get_test_model_nchw_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder286
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param349
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder287
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param350
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op34_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder288
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param351
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {18, 19, 20},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12, 15, 18},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_4 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_4", get_test_model_nchw_relaxed_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder289
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param352
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_inputs_as_internal_4", get_test_model_nchw_relaxed_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_4", get_test_model_nchw_relaxed_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder290
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param353
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder291
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param354
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op34_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder292
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param355
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {18, 19, 20},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12, 15, 18},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_4 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_4", get_test_model_nchw_quant8_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder293
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param356
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_inputs_as_internal_4", get_test_model_nchw_quant8_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_4", get_test_model_nchw_quant8_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 20.0f,
                            .zeroPoint = 50,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({84, 117, 134, 125, 186, 203, 148, 218, 233})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164})
                        }, { // placeholder294
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param357
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200})
                        }, { // placeholder295
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param358
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {2, 12, 15},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_4 = TestModelManager::get().add("transpose_conv2d_nchw_float16_4", get_test_model_nchw_float16_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder296
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param359
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_inputs_as_internal_4", get_test_model_nchw_float16_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_4 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_4", get_test_model_nchw_float16_all_tensors_as_inputs_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_4() {
    static TestModel model = {
        .main = {
                .operands = {{ // op14
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op24
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op34
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // param15
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param16
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param17
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param18
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param19
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param20
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param21
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op44
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f})
                        }, { // op14_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f})
                        }, { // placeholder297
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param360
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op24_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f})
                        }, { // placeholder298
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param361
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op34_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder299
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param362
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {12, 13, 14},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {15, 16, 17},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {18, 19, 20},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
                            .outputs = {11}
                        }},
                .inputIndexes = {12, 15, 18},
                .outputIndexes = {11}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_4 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_4", get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_4());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param27
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 10.0f, 8.0f, 6.0f})
                        }, { // bias
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 5, 5, 2})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc", get_test_model_zero_sized_nhwc());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_relaxed() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param27
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 10.0f, 8.0f, 6.0f})
                        }, { // bias
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 5, 5, 2})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_relaxed = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_relaxed", get_test_model_zero_sized_nhwc_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_quant8() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({137, 129})
                        }, { // roi
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({8, 8, 80, 80, 0, 0, 80, 80})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param27
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138, 158, 178, 198, 218, 238, 218, 198, 178, 148, 168, 188, 208, 228, 248, 228, 208, 188})
                        }, { // bias
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.01f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-150, -200})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 5, 5, 2})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_quant8 = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_quant8", get_test_model_zero_sized_nhwc_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_float16() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.8999999761581421f, 0.10000000149011612f})
                        }, { // roi
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.4000000059604645f})
                        }, { // param27
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 10.0f, 8.0f, 6.0f})
                        }, { // bias
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 5, 5, 2})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 5, 5, 2},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_float16 = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_float16", get_test_model_zero_sized_nhwc_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param27
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 10.0f, 8.0f, 6.0f})
                        }, { // bias
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 2, 5, 5})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw", get_test_model_zero_sized_nchw());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_relaxed() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param27
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 10.0f, 8.0f, 6.0f})
                        }, { // bias
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f, -2.0f})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 2, 5, 5})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_relaxed = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_relaxed", get_test_model_zero_sized_nchw_relaxed());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_quant8() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({137, 129})
                        }, { // roi
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({8, 8, 80, 80, 0, 0, 80, 80})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param27
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138, 158, 178, 198, 218, 238, 218, 198, 178, 148, 168, 188, 208, 228, 248, 228, 208, 188})
                        }, { // bias
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.01f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-150, -200})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 2, 5, 5})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_quant8 = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_quant8", get_test_model_zero_sized_nchw_quant8());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_float16() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.8999999761581421f, 0.10000000149011612f})
                        }, { // roi
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param22
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param23
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // param24
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param25
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param26
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.4000000059604645f})
                        }, { // param27
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param28
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // scoresOut
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // roiOut
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // classesOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param29
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param30
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param31
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param32
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param33
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param34
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // weights
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 10.0f, 8.0f, 6.0f})
                        }, { // bias
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f, -2.0f})
                        }, { // shape4
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0, 2, 5, 5})
                        }, { // param35
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param36
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param37
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param38
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 2, 5, 5},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 20},
                            .outputs = {29}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 29}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_float16 = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_float16", get_test_model_zero_sized_nchw_float16());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param44
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4, 4, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_2", get_test_model_zero_sized_nhwc_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_relaxed_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param44
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4, 4, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_relaxed_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_relaxed_2", get_test_model_zero_sized_nhwc_relaxed_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_quant8_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({137, 129})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({8, 8, 80, 80, 0, 0, 80, 80})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param44
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 4, 4, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138, 158, 178, 198, 218, 238, 218, 198, 178})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.01f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-150})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_quant8_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_quant8_2", get_test_model_zero_sized_nhwc_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nhwc_float16_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.8999999761581421f, 0.10000000149011612f})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.4000000059604645f})
                        }, { // param44
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 4, 4, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 3, 3, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nhwc_float16_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nhwc_float16_2", get_test_model_zero_sized_nhwc_float16_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param44
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 1, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_2", get_test_model_zero_sized_nchw_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_relaxed_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.9f, 0.1f})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param44
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 1, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({-1.5f})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {0, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_relaxed_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_relaxed_2", get_test_model_zero_sized_nchw_relaxed_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_quant8_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({137, 129})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({8, 8, 80, 80, 0, 0, 80, 80})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.4f})
                        }, { // param44
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.3f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_QUANT16_ASYMM,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.125f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint16_t>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 1, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({138, 158, 178, 198, 218, 238, 218, 198, 178})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.01f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-150})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {0, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.1f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_quant8_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_quant8_2", get_test_model_zero_sized_nchw_quant8_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_zero_sized_nchw_float16_2() {
    static TestModel model = {
        .main = { // zero_sized
                .operands = {{ // scores1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.8999999761581421f, 0.10000000149011612f})
                        }, { // roi1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 8},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 10.0f, 10.0f, 0.0f, 0.0f, 10.0f, 10.0f})
                        }, { // param39
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param40
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // param41
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({-1})
                        }, { // param42
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // param43
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.4000000059604645f})
                        }, { // param44
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param45
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.30000001192092896f})
                        }, { // scoresOut1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // roiOut1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // classesOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // batchSplitOut1
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {0},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({})
                        }, { // in1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f})
                        }, { // param46
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param47
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param48
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param49
                            .type = TestOperandType::FLOAT16,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // param50
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // param51
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({4})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 2,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // featureMap1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 1, 4, 4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // weights1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 3, 3, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 9.0f, 7.0f, 5.0f})
                        }, { // bias1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({-1.5f})
                        }, { // param52
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param53
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param54
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param55
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param56
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param57
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param58
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // out1
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {0, 1, 3, 3},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }},
                .operations = {{
                            .type = TestOperationType::BOX_WITH_NMS_LIMIT,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9, 10, 11, 12}
                        }, {
                            .type = TestOperationType::ROI_ALIGN,
                            .inputs = {13, 10, 12, 14, 15, 16, 17, 18, 19, 20},
                            .outputs = {21}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 20},
                            .outputs = {31}
                        }},
                .inputIndexes = {13},
                .outputIndexes = {9, 11, 31}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_zero_sized_nchw_float16_2 = TestModelManager::get().add("transpose_conv2d_zero_sized_nchw_float16_2", get_test_model_zero_sized_nchw_float16_2());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_5 = TestModelManager::get().add("transpose_conv2d_nhwc_5", get_test_model_nhwc_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder300
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param363
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_all_inputs_as_internal_5", get_test_model_nhwc_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_5", get_test_model_nhwc_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder301
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param364
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // placeholder302
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param365
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op35_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder303
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param366
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nhwc_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_5 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_5", get_test_model_nhwc_relaxed_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder304
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param367
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_inputs_as_internal_5", get_test_model_nhwc_relaxed_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_5", get_test_model_nhwc_relaxed_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder305
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param368
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // placeholder306
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param369
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op35_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder307
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param370
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_5 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_5", get_test_model_nhwc_quant8_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder308
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param371
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_inputs_as_internal_5", get_test_model_nhwc_quant8_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_5", get_test_model_nhwc_quant8_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder309
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param372
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // placeholder310
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param373
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_5 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_5", get_test_model_nhwc_float16_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder311
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param374
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_inputs_as_internal_5", get_test_model_nhwc_float16_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_5", get_test_model_nhwc_float16_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 4, 4, 1})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({false})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 4, 4, 1},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 2, 2, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder312
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param375
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // placeholder313
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param376
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op35_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder314
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param377
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_5 = TestModelManager::get().add("transpose_conv2d_nchw_5", get_test_model_nchw_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder315
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param378
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_all_inputs_as_internal_5", get_test_model_nchw_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_5", get_test_model_nchw_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder316
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param379
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // placeholder317
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param380
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op35_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder318
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param381
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nchw_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_5 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_5", get_test_model_nchw_relaxed_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder319
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param382
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_inputs_as_internal_5", get_test_model_nchw_relaxed_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_5", get_test_model_nchw_relaxed_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder320
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param383
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({2.0f})
                        }, { // placeholder321
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param384
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op35_new
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // placeholder322
                            .type = TestOperandType::TENSOR_FLOAT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<float>({0.0f})
                        }, { // param385
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = true,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::UNKNOWN
    };
    return model;
}

const auto dummy_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_5 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_5", get_test_model_nchw_quant8_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder323
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param386
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_inputs_as_internal_5", get_test_model_nchw_quant8_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_5", get_test_model_nchw_quant8_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.25f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 16.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({102, 104, 106, 108})
                        }, { // placeholder324
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 100,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({100})
                        }, { // param387
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({132})
                        }, { // placeholder325
                            .type = TestOperandType::TENSOR_QUANT8_ASYMM,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.5f,
                            .zeroPoint = 128,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<uint8_t>({128})
                        }, { // param388
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {2, 10, 13},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_5 = TestModelManager::get().add("transpose_conv2d_nchw_float16_5", get_test_model_nchw_float16_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder326
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param389
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_inputs_as_internal_5", get_test_model_nchw_float16_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }},
                .operations = {{
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {0, 1, 2},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_5 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_5", get_test_model_nchw_float16_all_tensors_as_inputs_5());

}  // namespace generated_tests::transpose_conv2d

namespace generated_tests::transpose_conv2d {

const TestModel& get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_5() {
    static TestModel model = {
        .main = {
                .operands = {{ // op15
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op25
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // op35
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({})
                        }, { // shape5
                            .type = TestOperandType::TENSOR_INT32,
                            .dimensions = {4},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1, 1, 4, 4})
                        }, { // param59
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({1})
                        }, { // param60
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param61
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({2})
                        }, { // param62
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // layout
                            .type = TestOperandType::BOOL,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<bool8>({true})
                        }, { // op45
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 4, 4},
                            .numberOfConsumers = 0,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f})
                        }, { // op15_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 2, 2},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 4.0f})
                        }, { // placeholder327
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param390
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op25_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1, 1, 1, 1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({2.0f})
                        }, { // placeholder328
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param391
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }, { // op35_new
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // placeholder329
                            .type = TestOperandType::TENSOR_FLOAT16,
                            .dimensions = {1},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<_Float16>({0.0f})
                        }, { // param392
                            .type = TestOperandType::INT32,
                            .dimensions = {},
                            .numberOfConsumers = 1,
                            .scale = 0.0f,
                            .zeroPoint = 0,
                            .lifetime = TestOperandLifeTime::CONSTANT_COPY,
                            .channelQuant = {},
                            .isIgnored = false,
                            .data = TestBuffer::createFromVector<int32_t>({0})
                        }},
                .operations = {{
                            .type = TestOperationType::ADD,
                            .inputs = {10, 11, 12},
                            .outputs = {0}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {13, 14, 15},
                            .outputs = {1}
                        }, {
                            .type = TestOperationType::ADD,
                            .inputs = {16, 17, 18},
                            .outputs = {2}
                        }, {
                            .type = TestOperationType::TRANSPOSE_CONV_2D,
                            .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8},
                            .outputs = {9}
                        }},
                .inputIndexes = {10, 13, 16},
                .outputIndexes = {9}
            },
        .referenced = {},
        .isRelaxed = false,
        .expectedMultinomialDistributionTolerance = 0,
        .expectFailure = false,
        .minSupportedVersion = TestHalVersion::V1_2
    };
    return model;
}

const auto dummy_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_5 = TestModelManager::get().add("transpose_conv2d_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_5", get_test_model_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal_5());

}  // namespace generated_tests::transpose_conv2d