model {
  main {
    operands {
      operand {
        type: TENSOR_QUANT8_ASYMM
        dimensions {
          dimension: 1
          dimension: 4
          dimension: 4
          dimension: 2
        }
        scale: 0.5
        zero_point: 100
        lifetime: SUBGRAPH_INPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 370620321
        }
      }
      operand {
        type: TENSOR_QUANT8_ASYMM
        dimensions {
          dimension: 1
          dimension: 3
          dimension: 3
          dimension: 2
        }
        scale: 0.25
        zero_point: 128
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 3168797188
        }
      }
      operand {
        type: TENSOR_INT32
        dimensions {
          dimension: 1
        }
        scale: 0.125
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 1
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 2
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 2
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 1
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 1
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 1
        }
      }
      operand {
        type: INT32
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          scalar: 0
        }
      }
      operand {
        type: BOOL
        dimensions {
        }
        lifetime: CONSTANT_COPY
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 965637500
        }
      }
      operand {
        type: TENSOR_QUANT8_ASYMM
        dimensions {
          dimension: 1
          dimension: 3
          dimension: 3
          dimension: 1
        }
        scale: 20
        zero_point: 50
        lifetime: SUBGRAPH_OUTPUT
        channel_quant {
          scales {
          }
        }
        data {
          random_seed: 2655380701
        }
      }
    }
    operations {
      operation {
        type: TRANSPOSE_CONV_2D
        inputs {
          index: 0
          index: 1
          index: 2
          index: 3
          index: 4
          index: 5
          index: 6
          index: 7
          index: 8
          index: 9
          index: 10
        }
        outputs {
          index: 11
        }
      }
    }
    input_indexes {
      index: 0
    }
    output_indexes {
      index: 11
    }
  }
  referenced {
  }
}