// Generated from grouped_conv2d.mod.py // DO NOT EDIT // clang-format off #include "TestHarness.h" using namespace test_helper; // NOLINT(google-build-using-namespace) namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_none = TestModelManager::get().add("grouped_conv2d_nhwc_none", get_test_model_nhwc_none()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .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({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param17 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_all_inputs_as_internal", get_test_model_nhwc_none_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_all_tensors_as_inputs", get_test_model_nhwc_none_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param18 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param19 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param20 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_none_relaxed = TestModelManager::get().add("grouped_conv2d_nhwc_none_relaxed", get_test_model_nhwc_none_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param21 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_relaxed_all_inputs_as_internal", get_test_model_nhwc_none_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_relaxed_all_tensors_as_inputs", get_test_model_nhwc_none_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder5 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param22 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder6 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param23 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder7 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param24 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_none_quant8 = TestModelManager::get().add("grouped_conv2d_nhwc_none_quant8", get_test_model_nhwc_none_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder8 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param25 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_quant8_all_inputs_as_internal", get_test_model_nhwc_none_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_quant8_all_tensors_as_inputs", get_test_model_nhwc_none_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder9 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param26 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder10 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param27 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 70, 255, 230, 255, 170, 255, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_quant8_2", get_test_model_nhwc_none_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 70, 255, 230, 255, 170, 255, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param28 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_quant8_all_inputs_as_internal_2", get_test_model_nhwc_none_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 70, 255, 230, 255, 170, 255, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_none_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 70, 255, 230, 255, 170, 255, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param29 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder13 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param30 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_none_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nhwc_none_channelQuant8", get_test_model_nhwc_none_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param31 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_none_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 79, 146, 95, 142, 89, 134, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param32 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 75, 255, 155, 255, 125, 255, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_channelQuant8_2", get_test_model_nhwc_none_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 75, 255, 155, 255, 125, 255, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param33 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_none_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 75, 255, 155, 255, 125, 255, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_none_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 75, 255, 155, 255, 125, 255, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param34 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_none_float16() { static TestModel model = { .main = { .operands = {{ // op1 .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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_none_float16 = TestModelManager::get().add("grouped_conv2d_nhwc_none_float16", get_test_model_nhwc_none_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param35 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_float16_all_inputs_as_internal", get_test_model_nhwc_none_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_none_float16_all_tensors_as_inputs", get_test_model_nhwc_none_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, -0.5f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, -9.5f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param36 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param37 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param38 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu = TestModelManager::get().add("grouped_conv2d_nhwc_relu", get_test_model_nhwc_relu()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .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({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param39 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_all_inputs_as_internal", get_test_model_nhwc_relu_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_all_tensors_as_inputs", get_test_model_nhwc_relu_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder23 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param40 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder24 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param41 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder25 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param42 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relu_relaxed = TestModelManager::get().add("grouped_conv2d_nhwc_relu_relaxed", get_test_model_nhwc_relu_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder26 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param43 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_relaxed_all_inputs_as_internal", get_test_model_nhwc_relu_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relu_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder27 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param44 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder28 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param45 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder29 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param46 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu_quant8 = TestModelManager::get().add("grouped_conv2d_nhwc_relu_quant8", get_test_model_nhwc_relu_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder30 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param47 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_quant8_all_inputs_as_internal", get_test_model_nhwc_relu_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_quant8_all_tensors_as_inputs", get_test_model_nhwc_relu_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder31 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param48 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder32 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param49 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 230, 255, 170, 255, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_quant8_2", get_test_model_nhwc_relu_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 230, 255, 170, 255, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder33 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param50 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_quant8_all_inputs_as_internal_2", get_test_model_nhwc_relu_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 230, 255, 170, 255, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 230, 255, 170, 255, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder34 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param51 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder35 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param52 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nhwc_relu_channelQuant8", get_test_model_nhwc_relu_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param53 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 80, 146, 95, 142, 89, 134, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param54 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 155, 255, 125, 255, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_channelQuant8_2", get_test_model_nhwc_relu_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 155, 255, 125, 255, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param55 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_relu_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 155, 255, 125, 255, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 80, 255, 155, 255, 125, 255, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param56 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu_float16() { static TestModel model = { .main = { .operands = {{ // op1 .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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu_float16 = TestModelManager::get().add("grouped_conv2d_nhwc_relu_float16", get_test_model_nhwc_relu_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param57 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_float16_all_inputs_as_internal", get_test_model_nhwc_relu_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu_float16_all_tensors_as_inputs", get_test_model_nhwc_relu_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 0.0f, 33.0f, 7.5f, 31.0f, 4.5f, 27.0f, 0.0f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param58 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param59 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param60 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu1 = TestModelManager::get().add("grouped_conv2d_nhwc_relu1", get_test_model_nhwc_relu1()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .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({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder44 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param61 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_all_inputs_as_internal", get_test_model_nhwc_relu1_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_all_tensors_as_inputs", get_test_model_nhwc_relu1_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder45 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param62 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder46 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param63 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder47 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param64 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relu1_relaxed = TestModelManager::get().add("grouped_conv2d_nhwc_relu1_relaxed", get_test_model_nhwc_relu1_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder48 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param65 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_relaxed_all_inputs_as_internal", get_test_model_nhwc_relu1_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relu1_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder49 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param66 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder50 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param67 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder51 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param68 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu1_quant8 = TestModelManager::get().add("grouped_conv2d_nhwc_relu1_quant8", get_test_model_nhwc_relu1_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder52 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param69 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_quant8_all_inputs_as_internal", get_test_model_nhwc_relu1_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_quant8_all_tensors_as_inputs", get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder53 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param70 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder54 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param71 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 70, 100, 100, 100, 100, 100, 60}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_quant8_2", get_test_model_nhwc_relu1_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 70, 100, 100, 100, 100, 100, 60}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder55 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param72 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_quant8_all_inputs_as_internal_2", get_test_model_nhwc_relu1_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 70, 100, 100, 100, 100, 100, 60}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu1_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 70, 100, 100, 100, 100, 100, 60}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder56 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param73 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder57 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param74 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu1_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nhwc_relu1_channelQuant8", get_test_model_nhwc_relu1_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param75 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 79, 82, 82, 82, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param76 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 75, 90, 90, 90, 90, 90, 70}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_channelQuant8_2", get_test_model_nhwc_relu1_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 75, 90, 90, 90, 90, 90, 70}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param77 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_relu1_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 75, 90, 90, 90, 90, 90, 70}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu1_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 75, 90, 90, 90, 90, 90, 70}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param78 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu1_float16() { static TestModel model = { .main = { .operands = {{ // op1 .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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu1_float16 = TestModelManager::get().add("grouped_conv2d_nhwc_relu1_float16", get_test_model_nhwc_relu1_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param79 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_float16_all_inputs_as_internal", get_test_model_nhwc_relu1_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu1_float16_all_tensors_as_inputs", get_test_model_nhwc_relu1_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, -0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, -1.0f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param80 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param81 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param82 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu6 = TestModelManager::get().add("grouped_conv2d_nhwc_relu6", get_test_model_nhwc_relu6()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .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({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder66 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param83 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_all_inputs_as_internal", get_test_model_nhwc_relu6_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_all_tensors_as_inputs", get_test_model_nhwc_relu6_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder67 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param84 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder68 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param85 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder69 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param86 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nhwc_relu6_relaxed = TestModelManager::get().add("grouped_conv2d_nhwc_relu6_relaxed", get_test_model_nhwc_relu6_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder70 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param87 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_relaxed_all_inputs_as_internal", get_test_model_nhwc_relu6_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_relaxed_all_tensors_as_inputs", get_test_model_nhwc_relu6_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }, { // op1_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({1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder71 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param88 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder72 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param89 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder73 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param90 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu6_quant8 = TestModelManager::get().add("grouped_conv2d_nhwc_relu6_quant8", get_test_model_nhwc_relu6_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder74 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param91 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_quant8_all_inputs_as_internal", get_test_model_nhwc_relu6_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_quant8_all_tensors_as_inputs", get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder75 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param92 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder76 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param93 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 80, 200, 200, 200, 170, 200, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_quant8_2", get_test_model_nhwc_relu6_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 80, 200, 200, 200, 170, 200, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder77 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param94 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_quant8_all_inputs_as_internal_2", get_test_model_nhwc_relu6_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 80, 200, 200, 200, 170, 200, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_quant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu6_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 80, 200, 200, 200, 170, 200, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // placeholder78 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param95 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder79 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param96 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu6_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nhwc_relu6_channelQuant8", get_test_model_nhwc_relu6_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param97 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_channelQuant8_all_inputs_as_internal", get_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_channelQuant8_all_tensors_as_inputs", get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 80, 92, 92, 92, 89, 92, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param98 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 80, 140, 140, 140, 125, 140, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_channelQuant8_2", get_test_model_nhwc_relu6_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 80, 140, 140, 140, 125, 140, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param99 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_channelQuant8_all_inputs_as_internal_2", get_test_model_nhwc_relu6_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 80, 140, 140, 140, 125, 140, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_channelQuant8_all_tensors_as_inputs_2", get_test_model_nhwc_relu6_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 80, 140, 140, 140, 125, 140, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 108, 112, 116, 120, 124, 124, 120, 116, 112, 108, 104, 108, 112, 112, 112, 112, 112}) }, { // 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({100}) }, { // param100 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nhwc_relu6_float16() { static TestModel model = { .main = { .operands = {{ // op1 .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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nhwc_relu6_float16 = TestModelManager::get().add("grouped_conv2d_nhwc_relu6_float16", get_test_model_nhwc_relu6_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param101 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_float16_all_inputs_as_internal", get_test_model_nhwc_relu6_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nhwc_relu6_float16_all_tensors_as_inputs", get_test_model_nhwc_relu6_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 3, 3, 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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 0.0f, 6.0f, 6.0f, 6.0f, 4.5f, 6.0f, 0.0f}) }, { // op1_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, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param102 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param103 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param104 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_none = TestModelManager::get().add("grouped_conv2d_nchw_none", get_test_model_nchw_none()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder88 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param105 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_all_inputs_as_internal", get_test_model_nchw_none_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_all_tensors_as_inputs", get_test_model_nchw_none_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder89 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param106 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder90 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param107 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder91 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param108 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_none_relaxed = TestModelManager::get().add("grouped_conv2d_nchw_none_relaxed", get_test_model_nchw_none_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder92 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param109 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_relaxed_all_inputs_as_internal", get_test_model_nchw_none_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_relaxed_all_tensors_as_inputs", get_test_model_nchw_none_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder93 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param110 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder94 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param111 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder95 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param112 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_none_quant8 = TestModelManager::get().add("grouped_conv2d_nchw_none_quant8", get_test_model_nchw_none_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder96 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param113 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_quant8_all_inputs_as_internal", get_test_model_nchw_none_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_quant8_all_tensors_as_inputs", get_test_model_nchw_none_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder97 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param114 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder98 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param115 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 70, 230, 170, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_quant8_2", get_test_model_nchw_none_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 70, 230, 170, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder99 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param116 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_quant8_all_inputs_as_internal_2", get_test_model_nchw_none_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 70, 230, 170, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_quant8_all_tensors_as_inputs_2", get_test_model_nchw_none_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 70, 230, 170, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder100 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param117 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder101 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param118 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_none_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nchw_none_channelQuant8", get_test_model_nchw_none_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param119 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_channelQuant8_all_inputs_as_internal", get_test_model_nchw_none_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 79, 95, 89, 61}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param120 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 75, 155, 125, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_channelQuant8_2", get_test_model_nchw_none_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 75, 155, 125, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param121 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_none_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 75, 155, 125, 0}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_none_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 75, 155, 125, 0}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param122 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_none_float16() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_none_float16 = TestModelManager::get().add("grouped_conv2d_nchw_none_float16", get_test_model_nchw_none_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param123 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_float16_all_inputs_as_internal", get_test_model_nchw_none_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_none_float16_all_tensors_as_inputs", get_test_model_nchw_none_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, -0.5f, 7.5f, 4.5f, -9.5f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param124 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param125 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param126 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu = TestModelManager::get().add("grouped_conv2d_nchw_relu", get_test_model_nchw_relu()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder110 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param127 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_all_inputs_as_internal", get_test_model_nchw_relu_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_all_tensors_as_inputs", get_test_model_nchw_relu_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder111 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param128 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder112 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param129 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder113 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param130 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relu_relaxed = TestModelManager::get().add("grouped_conv2d_nchw_relu_relaxed", get_test_model_nchw_relu_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder114 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param131 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_relaxed_all_inputs_as_internal", get_test_model_nchw_relu_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_relaxed_all_tensors_as_inputs", get_test_model_nchw_relu_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder115 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param132 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder116 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param133 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder117 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param134 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu_quant8 = TestModelManager::get().add("grouped_conv2d_nchw_relu_quant8", get_test_model_nchw_relu_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder118 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param135 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_quant8_all_inputs_as_internal", get_test_model_nchw_relu_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_quant8_all_tensors_as_inputs", get_test_model_nchw_relu_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder119 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param136 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder120 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param137 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 230, 170, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_quant8_2", get_test_model_nchw_relu_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 230, 170, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder121 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param138 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_quant8_all_inputs_as_internal_2", get_test_model_nchw_relu_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 230, 170, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_quant8_all_tensors_as_inputs_2", get_test_model_nchw_relu_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 230, 170, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder122 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param139 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder123 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param140 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nchw_relu_channelQuant8", get_test_model_nchw_relu_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param141 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_channelQuant8_all_inputs_as_internal", get_test_model_nchw_relu_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({146, 146, 142, 134, 80, 95, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param142 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 155, 125, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_channelQuant8_2", get_test_model_nchw_relu_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 155, 125, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param143 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_relu_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 155, 125, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_relu_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({255, 255, 255, 255, 80, 155, 125, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param144 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu_float16() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu_float16 = TestModelManager::get().add("grouped_conv2d_nchw_relu_float16", get_test_model_nchw_relu_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param145 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_float16_all_inputs_as_internal", get_test_model_nchw_relu_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu_float16_all_tensors_as_inputs", get_test_model_nchw_relu_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({33.0f, 33.0f, 31.0f, 27.0f, 0.0f, 7.5f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param146 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param147 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param148 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu1 = TestModelManager::get().add("grouped_conv2d_nchw_relu1", get_test_model_nchw_relu1()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder132 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param149 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_all_inputs_as_internal", get_test_model_nchw_relu1_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_all_tensors_as_inputs", get_test_model_nchw_relu1_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder133 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param150 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder134 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param151 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder135 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param152 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relu1_relaxed = TestModelManager::get().add("grouped_conv2d_nchw_relu1_relaxed", get_test_model_nchw_relu1_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder136 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param153 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_relaxed_all_inputs_as_internal", get_test_model_nchw_relu1_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_relaxed_all_tensors_as_inputs", get_test_model_nchw_relu1_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder137 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param154 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder138 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param155 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder139 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param156 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu1_quant8 = TestModelManager::get().add("grouped_conv2d_nchw_relu1_quant8", get_test_model_nchw_relu1_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder140 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param157 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_quant8_all_inputs_as_internal", get_test_model_nchw_relu1_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_quant8_all_tensors_as_inputs", get_test_model_nchw_relu1_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder141 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param158 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder142 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param159 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 100, 100, 100, 70, 100, 100, 60}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_quant8_2", get_test_model_nchw_relu1_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 100, 100, 100, 70, 100, 100, 60}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder143 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param160 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_quant8_all_inputs_as_internal_2", get_test_model_nchw_relu1_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 100, 100, 100, 70, 100, 100, 60}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_quant8_all_tensors_as_inputs_2", get_test_model_nchw_relu1_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 100, 100, 100, 70, 100, 100, 60}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder144 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param161 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder145 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param162 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu1_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nchw_relu1_channelQuant8", get_test_model_nchw_relu1_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param163 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_channelQuant8_all_inputs_as_internal", get_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({82, 82, 82, 82, 79, 82, 82, 78}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param164 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 90, 90, 90, 75, 90, 90, 70}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_channelQuant8_2", get_test_model_nchw_relu1_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 90, 90, 90, 75, 90, 90, 70}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param165 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_relu1_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 90, 90, 90, 75, 90, 90, 70}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_relu1_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({90, 90, 90, 90, 75, 90, 90, 70}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param166 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu1_float16() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu1_float16 = TestModelManager::get().add("grouped_conv2d_nchw_relu1_float16", get_test_model_nchw_relu1_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param167 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_float16_all_inputs_as_internal", get_test_model_nchw_relu1_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu1_float16_all_tensors_as_inputs", get_test_model_nchw_relu1_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 1.0f, 1.0f, 1.0f, -0.5f, 1.0f, 1.0f, -1.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param168 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param169 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param170 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu6 = TestModelManager::get().add("grouped_conv2d_nchw_relu6", get_test_model_nchw_relu6()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_all_inputs_as_internal() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder154 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param171 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_all_inputs_as_internal", get_test_model_nchw_relu6_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_all_tensors_as_inputs() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_all_tensors_as_inputs", get_test_model_nchw_relu6_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder155 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param172 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder156 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param173 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder157 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param174 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_relaxed() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = true, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::UNKNOWN }; return model; } const auto dummy_test_model_nchw_relu6_relaxed = TestModelManager::get().add("grouped_conv2d_nchw_relu6_relaxed", get_test_model_nchw_relu6_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder158 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param175 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_relaxed_all_inputs_as_internal", get_test_model_nchw_relu6_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_relaxed_all_tensors_as_inputs", get_test_model_nchw_relu6_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder159 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param176 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // placeholder160 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param177 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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({10.0f, -33.5f}) }, { // placeholder161 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param178 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_quant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu6_quant8 = TestModelManager::get().add("grouped_conv2d_nchw_relu6_quant8", get_test_model_nchw_relu6_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder162 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param179 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_quant8_all_inputs_as_internal", get_test_model_nchw_relu6_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_quant8_all_tensors_as_inputs", get_test_model_nchw_relu6_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder163 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param180 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder164 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param181 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_quant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 200, 200, 200, 80, 200, 170, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_quant8_2", get_test_model_nchw_relu6_quant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 200, 200, 200, 80, 200, 170, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder165 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param182 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_quant8_all_inputs_as_internal_2", get_test_model_nchw_relu6_quant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 200, 200, 200, 80, 200, 170, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_quant8_all_tensors_as_inputs_2", get_test_model_nchw_relu6_quant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0625f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -536}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.05f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({200, 200, 200, 200, 80, 200, 170, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // placeholder166 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100}) }, { // param183 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 136, 132, 144, 140, 136, 132}) }, { // placeholder167 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param184 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {2, 13, 16}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_channelQuant8() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu6_channelQuant8 = TestModelManager::get().add("grouped_conv2d_nchw_relu6_channelQuant8", get_test_model_nchw_relu6_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param185 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_channelQuant8_all_inputs_as_internal", get_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_channelQuant8_all_tensors_as_inputs", get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.5f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({92, 92, 92, 92, 80, 92, 89, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param186 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_channelQuant8_2() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 140, 140, 140, 80, 140, 125, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_channelQuant8_2", get_test_model_nchw_relu6_channelQuant8_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 140, 140, 140, 80, 140, 125, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param187 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_channelQuant8_all_inputs_as_internal_2", get_test_model_nchw_relu6_channelQuant8_all_inputs_as_internal_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 140, 140, 140, 80, 140, 125, 80}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_channelQuant8_all_tensors_as_inputs_2", get_test_model_nchw_relu6_channelQuant8_all_tensors_as_inputs_2()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op2 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 2, 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({4, 8, 8, 4, 8, 6, 4, 2}) }, { // op3 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({160, -268}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.1f, .zeroPoint = 80, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({140, 140, 140, 140, 80, 140, 125, 80}) }, { // op1_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({104, 112, 120, 124, 116, 108, 108, 112, 112, 108, 116, 124, 120, 112, 104, 112, 112, 112}) }, { // 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({100}) }, { // param188 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {1, 2, 13}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_nchw_relu6_float16() { static TestModel model = { .main = { .operands = {{ // op1 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0}, .outputIndexes = {12} }, .referenced = {}, .isRelaxed = false, .expectedMultinomialDistributionTolerance = 0, .expectFailure = false, .minSupportedVersion = TestHalVersion::V1_2 }; return model; } const auto dummy_test_model_nchw_relu6_float16 = TestModelManager::get().add("grouped_conv2d_nchw_relu6_float16", get_test_model_nchw_relu6_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param189 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_float16_all_inputs_as_internal", get_test_model_nchw_relu6_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // op2 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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>({10.0f, -33.5f}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {0, 1, 2}, .outputIndexes = {12} }, .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("grouped_conv2d_nchw_relu6_float16_all_tensors_as_inputs", get_test_model_nchw_relu6_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_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, 2, 3, 3}, .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, 2, 2, 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>({}) }, { // param .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param1 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param2 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param3 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param4 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param5 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param6 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // act .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op4 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 6.0f, 4.5f, 0.0f}) }, { // op1_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 5.0f, 6.0f, 4.0f, 2.0f, 2.0f, 3.0f, 3.0f, 2.0f, 4.0f, 6.0f, 5.0f, 3.0f, 1.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param190 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op2_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 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, 2.0f, 1.0f, 4.0f, 3.0f, 2.0f, 1.0f}) }, { // 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}) }, { // param191 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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>({10.0f, -33.5f}) }, { // 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}) }, { // param192 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {16, 17, 18}, .outputs = {1} }, { .type = TestOperationType::ADD, .inputs = {19, 20, 21}, .outputs = {2} }, { .type = TestOperationType::GROUPED_CONV_2D, .inputs = {0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}, .outputs = {12} }}, .inputIndexes = {13, 16, 19}, .outputIndexes = {12} }, .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("grouped_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::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc = TestModelManager::get().add("grouped_conv2d_large_nhwc", get_test_model_large_nhwc()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder176 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param193 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nhwc_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_all_inputs_as_internal", get_test_model_large_nhwc_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nhwc_all_tensors_as_inputs", get_test_model_large_nhwc_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder177 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param194 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // placeholder178 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param195 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op31_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -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({0.0f}) }, { // param196 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_large_nhwc_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nhwc_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_relaxed() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_relaxed = TestModelManager::get().add("grouped_conv2d_large_nhwc_relaxed", get_test_model_large_nhwc_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_relaxed_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder180 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param197 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nhwc_relaxed_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_relaxed_all_inputs_as_internal", get_test_model_large_nhwc_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_relaxed_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_relaxed_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nhwc_relaxed_all_tensors_as_inputs", get_test_model_large_nhwc_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // placeholder181 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param198 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // placeholder182 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param199 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op31_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -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({0.0f}) }, { // param200 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_large_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_quant8() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_quant8 = TestModelManager::get().add("grouped_conv2d_large_nhwc_quant8", get_test_model_large_nhwc_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_quant8_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // placeholder184 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param201 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nhwc_quant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_quant8_all_inputs_as_internal", get_test_model_large_nhwc_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_quant8_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_quant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nhwc_quant8_all_tensors_as_inputs", get_test_model_large_nhwc_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // placeholder185 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param202 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // placeholder186 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param203 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {1} }, { .type = TestOperationType::GROUPED_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_large_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_channelQuant8() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_channelQuant8 = TestModelManager::get().add("grouped_conv2d_large_nhwc_channelQuant8", get_test_model_large_nhwc_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_channelQuant8_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // placeholder187 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param204 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nhwc_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_channelQuant8_all_inputs_as_internal", get_test_model_large_nhwc_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_channelQuant8_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nhwc_channelQuant8_all_tensors_as_inputs", get_test_model_large_nhwc_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 13, 248, 84, 161, 16, 237, 99, 154, 9, 176, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 136, 140, 144, 144, 140, 136, 132, 136, 140, 140, 140}) }, { // placeholder188 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param205 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_float16() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 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, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_float16 = TestModelManager::get().add("grouped_conv2d_large_nhwc_float16", get_test_model_large_nhwc_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_float16_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 2, 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 = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 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, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param206 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nhwc_float16_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_float16_all_inputs_as_internal", get_test_model_large_nhwc_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_float16_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 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, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nhwc_float16_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nhwc_float16_all_tensors_as_inputs", get_test_model_large_nhwc_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 2, 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 = {2, 2, 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 = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, -873.0f, 1480.0f, -160.0f, 608.0f, -840.0f, 1370.0f, -10.0f, 543.0f, -907.0f, 760.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 3, 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, 4.0f, 3.0f, 2.0f, 1.0f, 2.0f, 3.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param207 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // 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}) }, { // param208 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op31_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>({500.0f, -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}) }, { // param209 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_large_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw = TestModelManager::get().add("grouped_conv2d_large_nchw", get_test_model_large_nchw()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // placeholder193 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param210 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nchw_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_all_inputs_as_internal", get_test_model_large_nchw_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nchw_all_tensors_as_inputs", get_test_model_large_nchw_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // placeholder194 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param211 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // placeholder195 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param212 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op31_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -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({0.0f}) }, { // param213 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_large_nchw_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nchw_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_relaxed() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_relaxed = TestModelManager::get().add("grouped_conv2d_large_nchw_relaxed", get_test_model_large_nchw_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_relaxed_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // placeholder197 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param214 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nchw_relaxed_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_relaxed_all_inputs_as_internal", get_test_model_large_nchw_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_relaxed_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_relaxed_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nchw_relaxed_all_tensors_as_inputs", get_test_model_large_nchw_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // placeholder198 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param215 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // placeholder199 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param216 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op31_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({500.0f, -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({0.0f}) }, { // param217 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_large_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_quant8() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_quant8 = TestModelManager::get().add("grouped_conv2d_large_nchw_quant8", get_test_model_large_nchw_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_quant8_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // placeholder201 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param218 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nchw_quant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_quant8_all_inputs_as_internal", get_test_model_large_nchw_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_quant8_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_quant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nchw_quant8_all_tensors_as_inputs", get_test_model_large_nchw_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2000, -4000}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // placeholder202 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param219 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({100, 20, 1, 200, 10, 2, 200, 30, 1, 100, 20, 3}) }, { // placeholder203 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 1.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param220 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {1} }, { .type = TestOperationType::GROUPED_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_large_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_channelQuant8() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_channelQuant8 = TestModelManager::get().add("grouped_conv2d_large_nchw_channelQuant8", get_test_model_large_nchw_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_channelQuant8_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // placeholder204 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param221 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nchw_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_channelQuant8_all_inputs_as_internal", get_test_model_large_nchw_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_channelQuant8_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nchw_channelQuant8_all_tensors_as_inputs", get_test_model_large_nchw_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op21 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {2.0f, 2.5f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({50, 10, 0, 100, 5, 1, 80, 12, 0, 40, 8, 1}) }, { // op31 .type = TestOperandType::TENSOR_INT32, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1000, -1600}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 10.0f, .zeroPoint = 100, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({157, 248, 161, 237, 154, 176, 13, 84, 16, 99, 9, 69}) }, { // op11_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({132, 140, 144, 136, 136, 140, 136, 144, 140, 132, 140, 140}) }, { // placeholder205 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 128, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({128}) }, { // param222 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_float16() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_float16 = TestModelManager::get().add("grouped_conv2d_large_nchw_float16", get_test_model_large_nchw_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_float16_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 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 = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param223 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_large_nchw_float16_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_float16_all_inputs_as_internal", get_test_model_large_nchw_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_float16_all_tensors_as_inputs() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // op21 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // op31 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({500.0f, -1000.0f}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_large_nchw_float16_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_large_nchw_float16_all_tensors_as_inputs", get_test_model_large_nchw_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_large_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // large .operands = {{ // op11 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 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 = {2, 2, 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 = {2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // param7 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param8 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param9 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param10 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2}) }, { // param11 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op41 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({567.0f, 1480.0f, 608.0f, 1370.0f, 543.0f, 760.0f, -873.0f, -160.0f, -840.0f, -10.0f, -907.0f, -310.0f}) }, { // op11_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 3, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 3.0f, 4.0f, 2.0f, 2.0f, 3.0f, 2.0f, 4.0f, 3.0f, 1.0f, 3.0f, 3.0f}) }, { // 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}) }, { // param224 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op21_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {2, 2, 3, 1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({100.0f, 20.0f, 1.0f, 200.0f, 10.0f, 2.0f, 200.0f, 30.0f, 1.0f, 100.0f, 20.0f, 3.0f}) }, { // 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}) }, { // param225 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op31_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>({500.0f, -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}) }, { // param226 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_large_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_large_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_large_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc = TestModelManager::get().add("grouped_conv2d_channel_nhwc", get_test_model_channel_nhwc()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // placeholder210 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param227 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_all_inputs_as_internal", get_test_model_channel_nhwc_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nhwc_all_tensors_as_inputs", get_test_model_channel_nhwc_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // placeholder211 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param228 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // placeholder212 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param229 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op32_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // placeholder213 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param230 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_channel_nhwc_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nhwc_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_relaxed() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_relaxed = TestModelManager::get().add("grouped_conv2d_channel_nhwc_relaxed", get_test_model_channel_nhwc_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_relaxed_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // placeholder214 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param231 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_relaxed_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_relaxed_all_inputs_as_internal", get_test_model_channel_nhwc_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_relaxed_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_relaxed_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nhwc_relaxed_all_tensors_as_inputs", get_test_model_channel_nhwc_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 4.0f, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // placeholder215 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param232 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // placeholder216 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param233 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op32_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // placeholder217 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param234 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_channel_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nhwc_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_quant8() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_quant8 = TestModelManager::get().add("grouped_conv2d_channel_nhwc_quant8", get_test_model_channel_nhwc_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_quant8_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // placeholder218 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param235 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_quant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_quant8_all_inputs_as_internal", get_test_model_channel_nhwc_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_quant8_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_quant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nhwc_quant8_all_tensors_as_inputs", get_test_model_channel_nhwc_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // placeholder219 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param236 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // placeholder220 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param237 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {1} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nhwc_quant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_channelQuant8() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_channelQuant8 = TestModelManager::get().add("grouped_conv2d_channel_nhwc_channelQuant8", get_test_model_channel_nhwc_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_channelQuant8_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // placeholder221 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param238 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_channelQuant8_all_inputs_as_internal", get_test_model_channel_nhwc_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_channelQuant8_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nhwc_channelQuant8_all_tensors_as_inputs", get_test_model_channel_nhwc_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 52, 168, 229, 109, 34, 76, 57, 96, 85, 127, 38, 72, 54, 116, 124, 111, 34, 68, 51, 127, 145, 96, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 4, 6, 8, 110, 8, 6, 4, 2, 10, 8, 6, 4, 22, 4, 6, 8, 10, 4, 6, 4, 6, 44, 6, 4, 6, 4, 2, 0, 4, 2, 66, 2, 4, 0, 2}) }, { // placeholder222 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param239 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nhwc_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_float16() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 9}, .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, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_float16 = TestModelManager::get().add("grouped_conv2d_channel_nhwc_float16", get_test_model_channel_nhwc_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_float16_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 9}, .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, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // 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}) }, { // param240 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nhwc_float16_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_float16_all_inputs_as_internal", get_test_model_channel_nhwc_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_float16_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 9}, .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, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nhwc_float16_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nhwc_float16_all_tensors_as_inputs", get_test_model_channel_nhwc_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 9}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({false}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 6}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, -16.0f, 215.0f, 338.0f, 98.0f, -51.0f, 32.0f, -6.0f, 73.0f, 50.0f, 134.0f, -45.0f, 24.0f, -13.0f, 111.0f, 128.0f, 102.0f, -51.0f, 17.0f, -18.0f, 134.0f, 170.0f, 73.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 2, 2, 9}, .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, 55.0f, 4.0f, 3.0f, 2.0f, 1.0f, 5.0f, 4.0f, 3.0f, 2.0f, 11.0f, 2.0f, 3.0f, 4.0f, 5.0f, 2.0f, 3.0f, 2.0f, 3.0f, 22.0f, 3.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 1.0f, 33.0f, 1.0f, 2.0f, 0.0f, 1.0f}) }, { // 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}) }, { // param241 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // placeholder225 .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}) }, { // param242 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op32_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // placeholder226 .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}) }, { // param243 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_channel_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nhwc_float16_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw = TestModelManager::get().add("grouped_conv2d_channel_nchw", get_test_model_channel_nchw()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // placeholder227 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param244 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nchw_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_all_inputs_as_internal", get_test_model_channel_nchw_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nchw_all_tensors_as_inputs", get_test_model_channel_nchw_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // placeholder228 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param245 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // placeholder229 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param246 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op32_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // placeholder230 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param247 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_channel_nchw_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nchw_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_relaxed() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_relaxed = TestModelManager::get().add("grouped_conv2d_channel_nchw_relaxed", get_test_model_channel_nchw_relaxed()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_relaxed_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // placeholder231 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param248 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nchw_relaxed_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_relaxed_all_inputs_as_internal", get_test_model_channel_nchw_relaxed_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_relaxed_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_relaxed_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nchw_relaxed_all_tensors_as_inputs", get_test_model_channel_nchw_relaxed_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // placeholder232 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param249 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // placeholder233 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param250 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op32_new .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // placeholder234 .type = TestOperandType::TENSOR_FLOAT32, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0.0f}) }, { // param251 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_channel_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nchw_relaxed_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_quant8() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_quant8 = TestModelManager::get().add("grouped_conv2d_channel_nchw_quant8", get_test_model_channel_nchw_quant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_quant8_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // placeholder235 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param252 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nchw_quant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_quant8_all_inputs_as_internal", get_test_model_channel_nchw_quant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_quant8_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_quant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nchw_quant8_all_tensors_as_inputs", get_test_model_channel_nchw_quant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.125f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -160, 240, -320, 400, -480}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // placeholder236 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param253 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 8, 4, 0, 8, 12, 12, 24, 24, 24, 36, 32, 20, 8, 4, 4}) }, { // placeholder237 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.25f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param254 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::ADD, .inputs = {13, 14, 15}, .outputs = {1} }, { .type = TestOperationType::GROUPED_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_channel_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nchw_quant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_channelQuant8() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_channelQuant8 = TestModelManager::get().add("grouped_conv2d_channel_nchw_channelQuant8", get_test_model_channel_nchw_channelQuant8()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_channelQuant8_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // placeholder238 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param255 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nchw_channelQuant8_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_channelQuant8_all_inputs_as_internal", get_test_model_channel_nchw_channelQuant8_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_channelQuant8_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_channelQuant8_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nchw_channelQuant8_all_tensors_as_inputs", get_test_model_channel_nchw_channelQuant8_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({}) }, { // op22 .type = TestOperandType::TENSOR_QUANT8_SYMM_PER_CHANNEL, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = { .scales = {0.25f, 0.3f, 0.25f, 0.3f, 0.25f, 0.3f}, .channelDim = 0 }, .isIgnored = false, .data = TestBuffer::createFromVector({4, 8, 12, 7, 3, 0, 8, 12, 12, 20, 20, 20, 36, 32, 20, 7, 3, 3}) }, { // op32 .type = TestOperandType::TENSOR_INT32, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({80, -133, 240, -267, 400, -400}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 2.0f, .zeroPoint = 60, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({72, 76, 72, 68, 52, 57, 54, 51, 168, 96, 116, 127, 229, 85, 124, 145, 109, 127, 111, 96, 34, 38, 34, 32}) }, { // op12_new .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({2, 10, 4, 2, 4, 8, 6, 0, 6, 6, 4, 4, 8, 4, 6, 2, 110, 22, 44, 66, 8, 4, 6, 2, 6, 6, 4, 4, 4, 8, 6, 0, 2, 10, 4, 2}) }, { // placeholder239 .type = TestOperandType::TENSOR_QUANT8_ASYMM, .dimensions = {1}, .numberOfConsumers = 1, .scale = 0.5f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // param256 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nchw_channelQuant8_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_float16() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_float16 = TestModelManager::get().add("grouped_conv2d_channel_nchw_float16", get_test_model_channel_nchw_float16()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_float16_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 9, 2, 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 = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // placeholder240 .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}) }, { // param257 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }}, .operations = {{ .type = TestOperationType::ADD, .inputs = {10, 11, 12}, .outputs = {0} }, { .type = TestOperationType::GROUPED_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_channel_nchw_float16_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_float16_all_inputs_as_internal", get_test_model_channel_nchw_float16_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_float16_all_tensors_as_inputs() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // op22 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }}, .operations = {{ .type = TestOperationType::GROUPED_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_channel_nchw_float16_all_tensors_as_inputs = TestModelManager::get().add("grouped_conv2d_channel_nchw_float16_all_tensors_as_inputs", get_test_model_channel_nchw_float16_all_tensors_as_inputs()); } // namespace generated_tests::grouped_conv2d namespace generated_tests::grouped_conv2d { const TestModel& get_test_model_channel_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal() { static TestModel model = { .main = { // channel .operands = {{ // op12 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 9, 2, 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 = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // op32 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::TEMPORARY_VARIABLE, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({}) }, { // param12 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param13 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param14 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({1}) }, { // param15 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({3}) }, { // param16 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // layout .type = TestOperandType::BOOL, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({true}) }, { // op42 .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 6, 2, 2}, .numberOfConsumers = 0, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_OUTPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({24.0f, 32.0f, 24.0f, 17.0f, -16.0f, -6.0f, -13.0f, -18.0f, 215.0f, 73.0f, 111.0f, 134.0f, 338.0f, 50.0f, 128.0f, 170.0f, 98.0f, 134.0f, 102.0f, 73.0f, -51.0f, -45.0f, -51.0f, -55.0f}) }, { // op12_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {1, 9, 2, 2}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 5.0f, 2.0f, 1.0f, 2.0f, 4.0f, 3.0f, 0.0f, 3.0f, 3.0f, 2.0f, 2.0f, 4.0f, 2.0f, 3.0f, 1.0f, 55.0f, 11.0f, 22.0f, 33.0f, 4.0f, 2.0f, 3.0f, 1.0f, 3.0f, 3.0f, 2.0f, 2.0f, 2.0f, 4.0f, 3.0f, 0.0f, 1.0f, 5.0f, 2.0f, 1.0f}) }, { // placeholder241 .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}) }, { // param258 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op22_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6, 1, 1, 3}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({1.0f, 2.0f, 3.0f, 2.0f, 1.0f, 0.0f, 2.0f, 3.0f, 3.0f, 6.0f, 6.0f, 6.0f, 9.0f, 8.0f, 5.0f, 2.0f, 1.0f, 1.0f}) }, { // placeholder242 .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}) }, { // param259 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({0}) }, { // op32_new .type = TestOperandType::TENSOR_FLOAT16, .dimensions = {6}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::SUBGRAPH_INPUT, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector<_Float16>({10.0f, -20.0f, 30.0f, -40.0f, 50.0f, -60.0f}) }, { // placeholder243 .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}) }, { // param260 .type = TestOperandType::INT32, .dimensions = {}, .numberOfConsumers = 1, .scale = 0.0f, .zeroPoint = 0, .lifetime = TestOperandLifeTime::CONSTANT_COPY, .channelQuant = {}, .isIgnored = false, .data = TestBuffer::createFromVector({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::GROUPED_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_channel_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal = TestModelManager::get().add("grouped_conv2d_channel_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal", get_test_model_channel_nchw_float16_all_tensors_as_inputs_all_inputs_as_internal()); } // namespace generated_tests::grouped_conv2d