model {
  main {
    operands {
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 3
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 3
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 4
        }
      }
      operand {
        type: FLOAT16
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: FLOAT16
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: BOOL
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1772448071
        }
      }
      operand {
        type: BOOL
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 965637500
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 797982799
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 3
          dimension: 8
        }
        lifetime: SUBGRAPH_OUTPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2263394850
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 3
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2052672676
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1356032527
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1123852684
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 462245910
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2186467110
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1699390536
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2106925692
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2035901472
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 79577600
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1279159423
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1356032527
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1123852684
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 462245910
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 2
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2186467110
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1699390536
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2106925692
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2035901472
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 79577600
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 1279159423
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
          dimension: 4
        }
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3118360442
        }
      }
      operand {
        type: TENSOR_FLOAT16
        dimensions {
          dimension: 1
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 571419463
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
    }
    operations {
      operation {
        inputs {
          index: 62
          index: 63
          index: 64
        }
        outputs {
          index: 0
        }
      }
      operation {
        inputs {
          index: 65
          index: 66
          index: 67
        }
        outputs {
          index: 1
        }
      }
      operation {
        inputs {
          index: 68
          index: 69
          index: 70
        }
        outputs {
          index: 2
        }
      }
      operation {
        inputs {
          index: 71
          index: 72
          index: 73
        }
        outputs {
          index: 3
        }
      }
      operation {
        inputs {
          index: 74
          index: 75
          index: 76
        }
        outputs {
          index: 4
        }
      }
      operation {
        inputs {
          index: 77
          index: 78
          index: 79
        }
        outputs {
          index: 5
        }
      }
      operation {
        inputs {
          index: 80
          index: 81
          index: 82
        }
        outputs {
          index: 6
        }
      }
      operation {
        inputs {
          index: 83
          index: 84
          index: 85
        }
        outputs {
          index: 7
        }
      }
      operation {
        inputs {
          index: 86
          index: 87
          index: 88
        }
        outputs {
          index: 8
        }
      }
      operation {
        inputs {
          index: 89
          index: 90
          index: 91
        }
        outputs {
          index: 12
        }
      }
      operation {
        inputs {
          index: 92
          index: 93
          index: 94
        }
        outputs {
          index: 13
        }
      }
      operation {
        inputs {
          index: 95
          index: 96
          index: 97
        }
        outputs {
          index: 14
        }
      }
      operation {
        inputs {
          index: 98
          index: 99
          index: 100
        }
        outputs {
          index: 15
        }
      }
      operation {
        inputs {
          index: 101
          index: 102
          index: 103
        }
        outputs {
          index: 18
        }
      }
      operation {
        inputs {
          index: 104
          index: 105
          index: 106
        }
        outputs {
          index: 19
        }
      }
      operation {
        inputs {
          index: 107
          index: 108
          index: 109
        }
        outputs {
          index: 20
        }
      }
      operation {
        inputs {
          index: 110
          index: 111
          index: 112
        }
        outputs {
          index: 21
        }
      }
      operation {
        inputs {
          index: 113
          index: 114
          index: 115
        }
        outputs {
          index: 22
        }
      }
      operation {
        inputs {
          index: 116
          index: 117
          index: 118
        }
        outputs {
          index: 23
        }
      }
      operation {
        inputs {
          index: 119
          index: 120
          index: 121
        }
        outputs {
          index: 24
        }
      }
      operation {
        inputs {
          index: 122
          index: 123
          index: 124
        }
        outputs {
          index: 25
        }
      }
      operation {
        inputs {
          index: 125
          index: 126
          index: 127
        }
        outputs {
          index: 29
        }
      }
      operation {
        inputs {
          index: 128
          index: 129
          index: 130
        }
        outputs {
          index: 30
        }
      }
      operation {
        inputs {
          index: 131
          index: 132
          index: 133
        }
        outputs {
          index: 31
        }
      }
      operation {
        inputs {
          index: 134
          index: 135
          index: 136
        }
        outputs {
          index: 32
        }
      }
      operation {
        inputs {
          index: 137
          index: 138
          index: 139
        }
        outputs {
          index: 35
        }
      }
      operation {
        inputs {
          index: 140
          index: 141
          index: 142
        }
        outputs {
          index: 36
        }
      }
      operation {
        inputs {
          index: 143
          index: 144
          index: 145
        }
        outputs {
          index: 37
        }
      }
      operation {
        inputs {
          index: 146
          index: 147
          index: 148
        }
        outputs {
          index: 38
        }
      }
      operation {
        type: BIDIRECTIONAL_SEQUENCE_LSTM
        inputs {
          index: 0
          index: 1
          index: 2
          index: 3
          index: 4
          index: 5
          index: 6
          index: 7
          index: 8
          index: 9
          index: 10
          index: 11
          index: 12
          index: 13
          index: 14
          index: 15
          index: 16
          index: 17
          index: 18
          index: 19
          index: 20
          index: 21
          index: 22
          index: 23
          index: 24
          index: 25
          index: 26
          index: 27
          index: 28
          index: 29
          index: 30
          index: 31
          index: 32
          index: 33
          index: 34
          index: 35
          index: 36
          index: 37
          index: 38
          index: 39
          index: 40
          index: 41
          index: 42
          index: 43
          index: 44
          index: 45
          index: 46
          index: 47
          index: 48
          index: 49
          index: 50
          index: 51
          index: 52
          index: 53
          index: 54
          index: 55
          index: 56
          index: 57
          index: 58
          index: 59
          index: 60
        }
        outputs {
          index: 61
        }
      }
    }
    input_indexes {
      index: 9
      index: 10
      index: 11
      index: 16
      index: 17
      index: 26
      index: 27
      index: 28
      index: 33
      index: 34
      index: 39
      index: 40
      index: 41
      index: 42
      index: 43
      index: 44
      index: 45
      index: 46
      index: 47
      index: 53
      index: 54
      index: 55
      index: 56
      index: 57
      index: 58
      index: 59
      index: 60
      index: 62
      index: 65
      index: 68
      index: 71
      index: 74
      index: 77
      index: 80
      index: 83
      index: 86
      index: 89
      index: 92
      index: 95
      index: 98
      index: 101
      index: 104
      index: 107
      index: 110
      index: 113
      index: 116
      index: 119
      index: 122
      index: 125
      index: 128
      index: 131
      index: 134
      index: 137
      index: 140
      index: 143
      index: 146
    }
    output_indexes {
      index: 61
    }
  }
  referenced {
  }
}