data_reader {
  reader {
    name: "hdf5_data_reader"
    role: "train"
    shuffle: true
    sample_list: "/netfs/smain01/scafellpike/local/HT04543/jxc06/jxw92-jxc06/project/lbann_stylES/multiGPU_distconv/distconv_branch/hw256.sample_list"
    fraction_of_data_to_use: 1.0
    disable_labels: true
    disable_responses: true
    data_file_pattern: "/lustre/scafellpike/local/HT04543/jxc06/jxw92-jxc06/project/datasets/HW_N256/subset-hdf5/*.hdf5"
    data_schema_filename: "/netfs/smain01/scafellpike/local/HT04543/jxc06/jxw92-jxc06/project/lbann_stylES/multiGPU_distconv/distconv_branch/data_schema.yaml"
    experiment_schema_filename: "/netfs/smain01/scafellpike/local/HT04543/jxc06/jxw92-jxc06/project/lbann_stylES/multiGPU_distconv/distconv_branch/exp_schema.yaml"
  }
}
model {
  objective_function {
    layer_term {
      scale_factor: 1.0
      layer: "gen_loss"
    }
    layer_term {
      scale_factor: 1.0
      layer: "disc_loss"
    }
  }
  metric {
    layer_metric {
      layer: "disc_loss"
      name: "disc_loss_metric"
    }
  }
  metric {
    layer_metric {
      layer: "gen_loss"
      name: "gen_loss_metric"
    }
  }
  num_epochs: 10
  layer {
    name: "layer106"
    children: "z_input_mapping"
    children: "gen__mapping0weightslayer_instance1"
    gaussian {
      stdev: 1.0
      neuron_dims: 512
    }
  }
  layer {
    name: "gen__mapping0weightslayer_instance1"
    parents: "layer106"
    children: "layer110"
    weights: "gen__mapping0weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer110"
    parents: "gen__mapping0weightslayer_instance1"
    children: "layer111"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "z_input_mapping"
    parents: "layer106"
    identity {
    }
  }
  layer {
    name: "gen__mapping0biaslayer"
    children: "layer108"
    weights: "gen__mapping0bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer108"
    parents: "gen__mapping0biaslayer"
    children: "layer111"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer111"
    parents: "layer110"
    parents: "layer108"
    children: "layer112"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer112"
    parents: "layer111"
    children: "layer113"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer113"
    parents: "layer112"
    children: "gen__mapping1weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping1weightslayer_instance1"
    parents: "layer113"
    children: "layer116"
    weights: "gen__mapping1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer116"
    parents: "gen__mapping1weightslayer_instance1"
    children: "layer117"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping1biaslayer"
    children: "layer114"
    weights: "gen__mapping1bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer114"
    parents: "gen__mapping1biaslayer"
    children: "layer117"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer117"
    parents: "layer116"
    parents: "layer114"
    children: "layer118"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer118"
    parents: "layer117"
    children: "layer119"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer119"
    parents: "layer118"
    children: "gen__mapping2weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping2weightslayer_instance1"
    parents: "layer119"
    children: "layer122"
    weights: "gen__mapping2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer122"
    parents: "gen__mapping2weightslayer_instance1"
    children: "layer123"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping2biaslayer"
    children: "layer120"
    weights: "gen__mapping2bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer120"
    parents: "gen__mapping2biaslayer"
    children: "layer123"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer123"
    parents: "layer122"
    parents: "layer120"
    children: "layer124"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer124"
    parents: "layer123"
    children: "layer125"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer125"
    parents: "layer124"
    children: "gen__mapping3weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping3weightslayer_instance1"
    parents: "layer125"
    children: "layer128"
    weights: "gen__mapping3weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer128"
    parents: "gen__mapping3weightslayer_instance1"
    children: "layer129"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping3biaslayer"
    children: "layer126"
    weights: "gen__mapping3bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer126"
    parents: "gen__mapping3biaslayer"
    children: "layer129"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer129"
    parents: "layer128"
    parents: "layer126"
    children: "layer130"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer130"
    parents: "layer129"
    children: "layer131"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer131"
    parents: "layer130"
    children: "gen__mapping4weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping4weightslayer_instance1"
    parents: "layer131"
    children: "layer134"
    weights: "gen__mapping4weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer134"
    parents: "gen__mapping4weightslayer_instance1"
    children: "layer135"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping4biaslayer"
    children: "layer132"
    weights: "gen__mapping4bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer132"
    parents: "gen__mapping4biaslayer"
    children: "layer135"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer135"
    parents: "layer134"
    parents: "layer132"
    children: "layer136"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer136"
    parents: "layer135"
    children: "layer137"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer137"
    parents: "layer136"
    children: "gen__mapping5weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping5weightslayer_instance1"
    parents: "layer137"
    children: "layer140"
    weights: "gen__mapping5weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer140"
    parents: "gen__mapping5weightslayer_instance1"
    children: "layer141"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping5biaslayer"
    children: "layer138"
    weights: "gen__mapping5bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer138"
    parents: "gen__mapping5biaslayer"
    children: "layer141"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer141"
    parents: "layer140"
    parents: "layer138"
    children: "layer142"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer142"
    parents: "layer141"
    children: "layer143"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer143"
    parents: "layer142"
    children: "gen__mapping6weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping6weightslayer_instance1"
    parents: "layer143"
    children: "layer146"
    weights: "gen__mapping6weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer146"
    parents: "gen__mapping6weightslayer_instance1"
    children: "layer147"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping6biaslayer"
    children: "layer144"
    weights: "gen__mapping6bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer144"
    parents: "gen__mapping6biaslayer"
    children: "layer147"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer147"
    parents: "layer146"
    parents: "layer144"
    children: "layer148"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer148"
    parents: "layer147"
    children: "layer149"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer149"
    parents: "layer148"
    children: "gen__mapping7weightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping7weightslayer_instance1"
    parents: "layer149"
    children: "layer152"
    weights: "gen__mapping7weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer152"
    parents: "gen__mapping7weightslayer_instance1"
    children: "layer153"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.00044194173824159215
          }
        }
      }
    }
  }
  layer {
    name: "gen__mapping7biaslayer"
    children: "layer150"
    weights: "gen__mapping7bias"
    weights_layer {
      dims: 512
    }
  }
  layer {
    name: "layer150"
    parents: "gen__mapping7biaslayer"
    children: "layer153"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.01
          }
        }
      }
    }
  }
  layer {
    name: "layer153"
    parents: "layer152"
    parents: "layer150"
    children: "layer154"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
          }
        }
      }
    }
  }
  layer {
    name: "layer154"
    parents: "layer153"
    children: "layer155"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer155"
    parents: "layer154"
    children: "mapping_network_output"
    children: "gen_affine_synthesislayer_r4u1weightslayer_instance1"
    children: "gen_affine_synthesislayer_r4u2weightslayer_instance1"
    children: "gen_affine_synthesislayer_r8u1weightslayer_instance1"
    children: "gen_affine_synthesislayer_r8u2weightslayer_instance1"
    children: "gen_affine_synthesislayer_r16u1weightslayer_instance1"
    children: "gen_affine_synthesislayer_r16u2weightslayer_instance1"
    children: "gen_affine_synthesislayer_r32u1weightslayer_instance1"
    children: "gen_affine_synthesislayer_r32u2weightslayer_instance1"
    children: "gen_affine_synthesislayer_r64u1weightslayer_instance1"
    children: "gen_affine_synthesislayer_r64u2weightslayer_instance1"
    children: "gen_affine_synthesislayer_r128u1weightslayer_instance1"
    children: "gen_affine_synthesislayer_r128u2weightslayer_instance1"
    children: "gen_affine_synthesislayer_r256u1weightslayer_instance1"
    children: "gen_rgb0r256torgbweightslayer_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
          }
        }
      }
    }
  }
  layer {
    name: "gen_rgb0r256torgbweightslayer_instance1"
    parents: "layer155"
    children: "layer415"
    weights: "gen_rgb0r256torgbweights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 64
    }
  }
  layer {
    name: "layer415"
    parents: "gen_rgb0r256torgbweightslayer_instance1"
    children: "layer416"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r256u1weightslayer_instance1"
    parents: "layer155"
    children: "layer400"
    weights: "gen_affine_synthesislayer_r256u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 64
    }
  }
  layer {
    name: "layer400"
    parents: "gen_affine_synthesislayer_r256u1weightslayer_instance1"
    children: "layer401"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r128u2weightslayer_instance1"
    parents: "layer155"
    children: "layer375"
    weights: "gen_affine_synthesislayer_r128u2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 128
    }
  }
  layer {
    name: "layer375"
    parents: "gen_affine_synthesislayer_r128u2weightslayer_instance1"
    children: "layer376"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r128u1weightslayer_instance1"
    parents: "layer155"
    children: "layer360"
    weights: "gen_affine_synthesislayer_r128u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 128
    }
  }
  layer {
    name: "layer360"
    parents: "gen_affine_synthesislayer_r128u1weightslayer_instance1"
    children: "layer361"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r64u2weightslayer_instance1"
    parents: "layer155"
    children: "layer335"
    weights: "gen_affine_synthesislayer_r64u2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 256
    }
  }
  layer {
    name: "layer335"
    parents: "gen_affine_synthesislayer_r64u2weightslayer_instance1"
    children: "layer336"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r64u1weightslayer_instance1"
    parents: "layer155"
    children: "layer320"
    weights: "gen_affine_synthesislayer_r64u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 256
    }
  }
  layer {
    name: "layer320"
    parents: "gen_affine_synthesislayer_r64u1weightslayer_instance1"
    children: "layer321"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r32u2weightslayer_instance1"
    parents: "layer155"
    children: "layer295"
    weights: "gen_affine_synthesislayer_r32u2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer295"
    parents: "gen_affine_synthesislayer_r32u2weightslayer_instance1"
    children: "layer296"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r32u1weightslayer_instance1"
    parents: "layer155"
    children: "layer280"
    weights: "gen_affine_synthesislayer_r32u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer280"
    parents: "gen_affine_synthesislayer_r32u1weightslayer_instance1"
    children: "layer281"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r16u2weightslayer_instance1"
    parents: "layer155"
    children: "layer255"
    weights: "gen_affine_synthesislayer_r16u2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer255"
    parents: "gen_affine_synthesislayer_r16u2weightslayer_instance1"
    children: "layer256"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.044194173824159216
          }
        }
      }
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r16u1weightslayer_instance1"
    parents: "layer155"
    children: "layer240"
    weights: "gen_affine_synthesislayer_r16u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
  }
  layer {
    name: "layer240"
    parents: "gen_affine_synthesislayer_r16u1weightslayer_instance1"
    children: "layer241"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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  layer {
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    parents: "layer155"
    children: "layer215"
    weights: "gen_affine_synthesislayer_r8u2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r8u2weightslayer_instance1"
    children: "layer216"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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      }
    }
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  layer {
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    parents: "layer155"
    children: "layer200"
    weights: "gen_affine_synthesislayer_r8u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
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  layer {
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    parents: "gen_affine_synthesislayer_r8u1weightslayer_instance1"
    children: "layer201"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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        }
      }
    }
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  layer {
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    parents: "layer155"
    children: "layer175"
    weights: "gen_affine_synthesislayer_r4u2weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
    }
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  layer {
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    parents: "gen_affine_synthesislayer_r4u2weightslayer_instance1"
    children: "layer176"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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      }
    }
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  layer {
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    parents: "layer155"
    children: "layer160"
    weights: "gen_affine_synthesislayer_r4u1weights"
    data_layout: "data_parallel"
    fully_connected {
      num_neurons: 512
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  layer {
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    parents: "gen_affine_synthesislayer_r4u1weightslayer_instance1"
    children: "layer161"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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  layer {
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    parents: "layer155"
    identity {
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  layer {
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    weights: "gen_affine_synthesislayer_r256u1bias"
    weights_layer {
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  layer {
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    parents: "gen_affine_synthesislayer_r256u1biaslayer"
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    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.ScaleOperator] {
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    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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    parents: "layer401"
    children: "layer403"
    reshape {
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      dims: 1
      dims: 1
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  layer {
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    children: "layer404"
    tessellate {
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      dims: 256
      dims: 256
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  layer {
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    children: "concat_left_x_c64r258_instance1"
    constant {
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      num_neurons: 259
      num_neurons: 1
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  layer {
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    constant {
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      num_neurons: 131
      num_neurons: 1
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    constant {
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      num_neurons: 67
      num_neurons: 1
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  layer {
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    constant {
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      num_neurons: 35
      num_neurons: 1
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  layer {
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    children: "concat_left_x_c512r18_instance1"
    constant {
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      num_neurons: 19
      num_neurons: 1
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  layer {
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    constant {
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      num_neurons: 11
      num_neurons: 1
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  layer {
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    children: "layer164"
    weights: "weights1"
    weights_layer {
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      dims: 4
      dims: 4
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  }
  layer {
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    children: "layer158"
    weights: "gen_affine_synthesislayer_r4u1bias"
    weights_layer {
      dims: 512
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  layer {
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    parents: "gen_affine_synthesislayer_r4u1biaslayer"
    children: "layer161"
    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.ScaleOperator] {
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      }
    }
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  layer {
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    parents: "layer158"
    children: "layer162"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
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  layer {
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    parents: "layer161"
    children: "layer163"
    reshape {
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      dims: 1
      dims: 1
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  layer {
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    children: "layer164"
    tessellate {
      dims: 512
      dims: 4
      dims: 4
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  layer {
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    parents: "gen_const_layer"
    parents: "layer163"
    children: "gen_conv1_orig_conv2dmodule_instance1"
    operator_layer {
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  layer {
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    parents: "layer164"
    children: "layer166"
    weights: "gen_conv1_orig_weights"
    parallel_strategy {
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      kernel_size: 3
      stride: 1
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      padding: 1
      padding: 1
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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    parents: "gen_conv1_orig_conv2dmodule_instance1"
    children: "layer168"
    instance_norm {
    }
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  layer {
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    children: "layer167"
    weights: "gen_conv1_orig_bias"
    weights_layer {
      dims: 512
      dims: 1
      dims: 1
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  layer {
    name: "layer167"
    parents: "gen_conv1_orig_biaslayer"
    children: "layer168"
    tessellate {
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      dims: 4
      dims: 4
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  layer {
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    parents: "layer166"
    parents: "layer167"
    children: "layer169"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
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  layer {
    name: "layer169"
    parents: "layer168"
    children: "layer170"
    leaky_relu {
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  }
  layer {
    name: "layer170"
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    children: "layer171"
    operator_layer {
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        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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        }
      }
    }
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  layer {
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    children: "layer172"
    operator_layer {
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        parameters {
          [type.googleapis.com/lbann_data.ClampOperator] {
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            max: 256.0
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        }
      }
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  layer {
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    parents: "layer171"
    children: "layer179"
    reshape {
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      dims: 4
      dims: 4
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  layer {
    name: "gen_affine_synthesislayer_r4u2biaslayer"
    children: "layer173"
    weights: "gen_affine_synthesislayer_r4u2bias"
    weights_layer {
      dims: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r4u2biaslayer"
    children: "layer176"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.0
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        }
      }
    }
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  layer {
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    children: "layer177"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
    }
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  layer {
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    parents: "layer176"
    children: "layer178"
    reshape {
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      dims: 1
      dims: 1
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  layer {
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    children: "layer179"
    tessellate {
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      dims: 4
      dims: 4
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  layer {
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    parents: "layer178"
    children: "upsample1_c512r4"
    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.MultiplyOperator] {
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      }
    }
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  layer {
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    parents: "layer179"
    children: "layer181"
    reshape {
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      dims: 16
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  layer {
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    weights: "weights14"
    weights_layer {
      dims: 64
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  }
  layer {
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    parents: "upsample1_c512r4"
    parents: "layer10"
    children: "upsample2_c512r8"
    gather {
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  layer {
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    parents: "layer181"
    children: "gen_synthesis_res8_conv0_conv2dmodule_instance1"
    reshape {
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      dims: 8
      dims: 8
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  layer {
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    parents: "upsample2_c512r8"
    children: "concat_x_bottom_c512r10_instance1"
    weights: "gen_synthesis_res8_conv0_weights"
    parallel_strategy {
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      width_groups: 1
      channel_groups: 1
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      depth_groups: 1
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      kernel_size: 3
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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    children: "concat_x_bottom_c512r10_instance1"
    constant {
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      num_neurons: 1
      num_neurons: 10
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  layer {
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    parents: "gen_synthesis_res8_conv0_conv2dmodule_instance1"
    parents: "layer184"
    children: "concat_left_x_c512r10_instance1"
    concatenation {
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  layer {
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    parents: "layer187"
    parents: "concat_x_bottom_c512r10_instance1"
    children: "gen_synthesis_res8_conv0upfir2dconv2dmodule_instance1"
    concatenation {
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  layer {
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    parents: "concat_left_x_c512r10_instance1"
    children: "layer191"
    weights: "gen_synthesis_res8_conv0upfir2dweights"
    parallel_strategy {
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      width_groups: 1
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      filter_groups: 1
      depth_groups: 1
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      kernel_size: 4
      kernel_size: 4
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
    }
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  layer {
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    parents: "gen_synthesis_res8_conv0upfir2dconv2dmodule_instance1"
    children: "layer193"
    instance_norm {
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  layer {
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    children: "layer192"
    weights: "gen_synthesis_res8_conv0_bias"
    weights_layer {
      dims: 512
      dims: 1
      dims: 1
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  }
  layer {
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    parents: "gen_synthesis_res8_conv0_biaslayer"
    children: "layer193"
    tessellate {
      dims: 512
      dims: 8
      dims: 8
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  layer {
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    parents: "layer192"
    children: "layer194"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
    }
  }
  layer {
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    parents: "layer193"
    children: "layer195"
    leaky_relu {
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  }
  layer {
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    parents: "layer194"
    children: "layer196"
    operator_layer {
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        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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        }
      }
    }
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    children: "conv0_reshape_8"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ClampOperator] {
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            max: 256.0
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  layer {
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    parents: "layer196"
    children: "layer204"
    reshape {
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      dims: 8
      dims: 8
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  }
  layer {
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    children: "layer198"
    weights: "gen_affine_synthesislayer_r8u1bias"
    weights_layer {
      dims: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r8u1biaslayer"
    children: "layer201"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.0
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        }
      }
    }
  }
  layer {
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    children: "layer202"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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        }
      }
    }
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  layer {
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    parents: "layer201"
    children: "layer203"
    reshape {
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      dims: 1
      dims: 1
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  }
  layer {
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    parents: "layer202"
    children: "layer204"
    tessellate {
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      dims: 8
      dims: 8
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  }
  layer {
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    parents: "conv0_reshape_8"
    parents: "layer203"
    children: "gen_synthesis_res8_conv1_conv2dmodule_instance1"
    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.MultiplyOperator] {
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      }
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  layer {
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    parents: "layer204"
    children: "layer206"
    weights: "gen_synthesis_res8_conv1_weights"
    parallel_strategy {
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      depth_groups: 1
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      kernel_size: 3
      stride: 1
      stride: 1
      padding: 1
      padding: 1
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  }
  layer {
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    parents: "gen_synthesis_res8_conv1_conv2dmodule_instance1"
    children: "layer208"
    instance_norm {
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  }
  layer {
    name: "gen_synthesis_res8_conv1_biaslayer"
    children: "layer207"
    weights: "gen_synthesis_res8_conv1_bias"
    weights_layer {
      dims: 512
      dims: 1
      dims: 1
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  }
  layer {
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    parents: "gen_synthesis_res8_conv1_biaslayer"
    children: "layer208"
    tessellate {
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      dims: 8
      dims: 8
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  }
  layer {
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    parents: "layer207"
    children: "layer209"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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        }
      }
    }
  }
  layer {
    name: "layer209"
    parents: "layer208"
    children: "layer210"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer210"
    parents: "layer209"
    children: "layer211"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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        }
      }
    }
  }
  layer {
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    children: "layer212"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ClampOperator] {
            min: -256.0
            max: 256.0
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        }
      }
    }
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  layer {
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    parents: "layer211"
    children: "layer219"
    reshape {
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      dims: 8
      dims: 8
    }
  }
  layer {
    name: "gen_affine_synthesislayer_r8u2biaslayer"
    children: "layer213"
    weights: "gen_affine_synthesislayer_r8u2bias"
    weights_layer {
      dims: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r8u2biaslayer"
    children: "layer216"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.0
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        }
      }
    }
  }
  layer {
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    children: "layer217"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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        }
      }
    }
  }
  layer {
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    children: "layer218"
    reshape {
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      dims: 1
      dims: 1
    }
  }
  layer {
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    parents: "layer217"
    children: "layer219"
    tessellate {
      dims: 512
      dims: 8
      dims: 8
    }
  }
  layer {
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    parents: "layer212"
    parents: "layer218"
    children: "upsample1_c512r8"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.MultiplyOperator] {
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        }
      }
    }
  }
  layer {
    name: "upsample1_c512r8"
    parents: "layer219"
    children: "layer221"
    reshape {
      dims: 512
      dims: 64
    }
  }
  layer {
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    children: "layer221"
    weights: "weights28"
    weights_layer {
      dims: 256
    }
  }
  layer {
    name: "layer221"
    parents: "upsample1_c512r8"
    parents: "layer19"
    children: "upsample2_c512r16"
    gather {
      axis {
        value: 1
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    }
  }
  layer {
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    parents: "layer221"
    children: "gen_synthesis_res16_conv0_conv2dmodule_instance1"
    reshape {
      dims: 512
      dims: 16
      dims: 16
    }
  }
  layer {
    name: "gen_synthesis_res16_conv0_conv2dmodule_instance1"
    parents: "upsample2_c512r16"
    children: "concat_x_bottom_c512r18_instance1"
    weights: "gen_synthesis_res16_conv0_weights"
    parallel_strategy {
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      height_groups: 2
      width_groups: 1
      channel_groups: 1
      filter_groups: 1
      depth_groups: 1
    }
    deconvolution {
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      out_channels: 512
      kernel_size: 3
      kernel_size: 3
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
        value: 1
      }
      has_bias {
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      dilation: 1
      dilation: 1
    }
  }
  layer {
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    children: "concat_x_bottom_c512r18_instance1"
    constant {
      num_neurons: 512
      num_neurons: 1
      num_neurons: 18
    }
  }
  layer {
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    parents: "gen_synthesis_res16_conv0_conv2dmodule_instance1"
    parents: "layer224"
    children: "concat_left_x_c512r18_instance1"
    concatenation {
      axis: 1
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  layer {
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    parents: "layer227"
    parents: "concat_x_bottom_c512r18_instance1"
    children: "gen_synthesis_res16_conv0upfir2dconv2dmodule_instance1"
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      axis: 2
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    parents: "concat_left_x_c512r18_instance1"
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    weights: "gen_synthesis_res16_conv0upfir2dweights"
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      kernel_size: 4
      kernel_size: 4
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
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      has_bias {
      }
      dilation: 1
      dilation: 1
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    parents: "gen_synthesis_res16_conv0upfir2dconv2dmodule_instance1"
    children: "layer233"
    instance_norm {
    }
  }
  layer {
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    children: "layer232"
    weights: "gen_synthesis_res16_conv0_bias"
    weights_layer {
      dims: 512
      dims: 1
      dims: 1
    }
  }
  layer {
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    parents: "gen_synthesis_res16_conv0_biaslayer"
    children: "layer233"
    tessellate {
      dims: 512
      dims: 16
      dims: 16
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  layer {
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    parents: "layer232"
    children: "layer234"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
    }
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  layer {
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    children: "layer235"
    leaky_relu {
      negative_slope: 0.2
    }
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  layer {
    name: "layer235"
    parents: "layer234"
    children: "layer236"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
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      }
    }
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    parents: "layer235"
    children: "conv0_reshape_16"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ClampOperator] {
            min: -256.0
            max: 256.0
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    parents: "layer236"
    children: "layer244"
    reshape {
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      dims: 16
      dims: 16
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  layer {
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    children: "layer238"
    weights: "gen_affine_synthesislayer_r16u1bias"
    weights_layer {
      dims: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r16u1biaslayer"
    children: "layer241"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.0
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      }
    }
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    children: "layer242"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
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    parents: "layer241"
    children: "layer243"
    reshape {
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      dims: 1
      dims: 1
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  layer {
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    children: "layer244"
    tessellate {
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      dims: 16
      dims: 16
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  layer {
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    parents: "conv0_reshape_16"
    parents: "layer243"
    children: "gen_synthesis_res16_conv1_conv2dmodule_instance1"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.MultiplyOperator] {
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  layer {
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    children: "layer246"
    weights: "gen_synthesis_res16_conv1_weights"
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      kernel_size: 3
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      stride: 1
      padding: 1
      padding: 1
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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  layer {
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    children: "layer247"
    weights: "gen_synthesis_res16_conv1_bias"
    weights_layer {
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      dims: 1
      dims: 1
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  layer {
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    parents: "gen_synthesis_res16_conv1_biaslayer"
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      dims: 16
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  layer {
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    parents: "layer247"
    children: "layer249"
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      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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  layer {
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    children: "layer250"
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      negative_slope: 0.2
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  layer {
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    children: "layer251"
    operator_layer {
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        parameters {
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            max: 256.0
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        }
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    reshape {
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      dims: 16
      dims: 16
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  layer {
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    children: "layer253"
    weights: "gen_affine_synthesislayer_r16u2bias"
    weights_layer {
      dims: 512
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  layer {
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    parents: "gen_affine_synthesislayer_r16u2biaslayer"
    children: "layer256"
    operator_layer {
      ops {
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      }
    }
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  layer {
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    parents: "layer253"
    children: "layer257"
    operator_layer {
      ops {
        parameters {
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        }
      }
    }
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  layer {
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    children: "layer258"
    reshape {
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      dims: 1
      dims: 1
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  }
  layer {
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    children: "layer259"
    tessellate {
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      dims: 16
      dims: 16
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  layer {
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    parents: "layer252"
    parents: "layer258"
    children: "upsample1_c512r16"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.MultiplyOperator] {
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        }
      }
    }
  }
  layer {
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    parents: "layer259"
    children: "layer261"
    reshape {
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      dims: 256
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  layer {
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    weights: "weights42"
    weights_layer {
      dims: 1024
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  }
  layer {
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    parents: "upsample1_c512r16"
    parents: "layer28"
    children: "upsample2_c512r32"
    gather {
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  layer {
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    parents: "layer261"
    children: "gen_synthesis_res32_conv0_conv2dmodule_instance1"
    reshape {
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      dims: 32
      dims: 32
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  layer {
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    parents: "upsample2_c512r32"
    children: "concat_x_bottom_c512r34_instance1"
    weights: "gen_synthesis_res32_conv0_weights"
    parallel_strategy {
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      width_groups: 1
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      filter_groups: 1
      depth_groups: 1
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      out_channels: 512
      kernel_size: 3
      kernel_size: 3
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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    children: "concat_x_bottom_c512r34_instance1"
    constant {
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      num_neurons: 1
      num_neurons: 34
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  layer {
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    parents: "gen_synthesis_res32_conv0_conv2dmodule_instance1"
    parents: "layer264"
    children: "concat_left_x_c512r34_instance1"
    concatenation {
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  layer {
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    parents: "layer267"
    parents: "concat_x_bottom_c512r34_instance1"
    children: "gen_synthesis_res32_conv0upfir2dconv2dmodule_instance1"
    concatenation {
      axis: 2
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  layer {
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    parents: "concat_left_x_c512r34_instance1"
    children: "layer271"
    weights: "gen_synthesis_res32_conv0upfir2dweights"
    parallel_strategy {
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      filter_groups: 1
      depth_groups: 1
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      out_channels: 512
      kernel_size: 4
      kernel_size: 4
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
        value: 512
      }
      has_bias {
      }
      dilation: 1
      dilation: 1
    }
  }
  layer {
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    parents: "gen_synthesis_res32_conv0upfir2dconv2dmodule_instance1"
    children: "layer273"
    instance_norm {
    }
  }
  layer {
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    children: "layer272"
    weights: "gen_synthesis_res32_conv0_bias"
    weights_layer {
      dims: 512
      dims: 1
      dims: 1
    }
  }
  layer {
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    parents: "gen_synthesis_res32_conv0_biaslayer"
    children: "layer273"
    tessellate {
      dims: 512
      dims: 32
      dims: 32
    }
  }
  layer {
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    parents: "layer272"
    children: "layer274"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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        }
      }
    }
  }
  layer {
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    parents: "layer273"
    children: "layer275"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer275"
    parents: "layer274"
    children: "layer276"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.4142135623730951
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        }
      }
    }
  }
  layer {
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    parents: "layer275"
    children: "conv0_reshape_32"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ClampOperator] {
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            max: 256.0
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        }
      }
    }
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  layer {
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    parents: "layer276"
    children: "layer284"
    reshape {
      dims: 512
      dims: 32
      dims: 32
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  }
  layer {
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    children: "layer278"
    weights: "gen_affine_synthesislayer_r32u1bias"
    weights_layer {
      dims: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r32u1biaslayer"
    children: "layer281"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.0
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        }
      }
    }
  }
  layer {
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    children: "layer282"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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      }
    }
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  layer {
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    children: "layer283"
    reshape {
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      dims: 1
      dims: 1
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  }
  layer {
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    tessellate {
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      dims: 32
      dims: 32
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  layer {
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    parents: "conv0_reshape_32"
    parents: "layer283"
    children: "gen_synthesis_res32_conv1_conv2dmodule_instance1"
    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.MultiplyOperator] {
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      }
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  layer {
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    parents: "layer284"
    children: "layer286"
    weights: "gen_synthesis_res32_conv1_weights"
    parallel_strategy {
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      depth_groups: 1
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      kernel_size: 3
      stride: 1
      stride: 1
      padding: 1
      padding: 1
      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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    children: "layer288"
    instance_norm {
    }
  }
  layer {
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    children: "layer287"
    weights: "gen_synthesis_res32_conv1_bias"
    weights_layer {
      dims: 512
      dims: 1
      dims: 1
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  }
  layer {
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    parents: "gen_synthesis_res32_conv1_biaslayer"
    children: "layer288"
    tessellate {
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      dims: 32
      dims: 32
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  }
  layer {
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    parents: "layer287"
    children: "layer289"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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        }
      }
    }
  }
  layer {
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    children: "layer290"
    leaky_relu {
      negative_slope: 0.2
    }
  }
  layer {
    name: "layer290"
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    children: "layer291"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
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        }
      }
    }
  }
  layer {
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    children: "layer292"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ClampOperator] {
            min: -256.0
            max: 256.0
          }
        }
      }
    }
  }
  layer {
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    children: "layer299"
    reshape {
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      dims: 32
      dims: 32
    }
  }
  layer {
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    children: "layer293"
    weights: "gen_affine_synthesislayer_r32u2bias"
    weights_layer {
      dims: 512
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  }
  layer {
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    parents: "gen_affine_synthesislayer_r32u2biaslayer"
    children: "layer296"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 1.0
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        }
      }
    }
  }
  layer {
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    children: "layer297"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.AddOperator] {
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        }
      }
    }
  }
  layer {
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    children: "layer298"
    reshape {
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      dims: 1
      dims: 1
    }
  }
  layer {
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    children: "layer299"
    tessellate {
      dims: 512
      dims: 32
      dims: 32
    }
  }
  layer {
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    parents: "layer292"
    parents: "layer298"
    children: "upsample1_c512r32"
    operator_layer {
      ops {
        parameters {
          [type.googleapis.com/lbann_data.MultiplyOperator] {
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        }
      }
    }
  }
  layer {
    name: "upsample1_c512r32"
    parents: "layer299"
    children: "layer301"
    reshape {
      dims: 512
      dims: 1024
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  }
  layer {
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    weights: "weights56"
    weights_layer {
      dims: 4096
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  }
  layer {
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    parents: "upsample1_c512r32"
    parents: "layer37"
    children: "upsample2_c512r64"
    gather {
      axis {
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    }
  }
  layer {
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    parents: "layer301"
    children: "gen_synthesis_res64_conv0_conv2dmodule_instance1"
    reshape {
      dims: 512
      dims: 64
      dims: 64
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  }
  layer {
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    parents: "upsample2_c512r64"
    children: "concat_x_bottom_c256r66_instance1"
    weights: "gen_synthesis_res64_conv0_weights"
    parallel_strategy {
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      width_groups: 1
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      filter_groups: 1
      depth_groups: 1
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    deconvolution {
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      out_channels: 256
      kernel_size: 3
      kernel_size: 3
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
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      has_bias {
      }
      dilation: 1
      dilation: 1
    }
  }
  layer {
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    children: "concat_x_bottom_c256r66_instance1"
    constant {
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      num_neurons: 1
      num_neurons: 66
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  layer {
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    parents: "gen_synthesis_res64_conv0_conv2dmodule_instance1"
    parents: "layer304"
    children: "concat_left_x_c256r66_instance1"
    concatenation {
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  }
  layer {
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    parents: "layer307"
    parents: "concat_x_bottom_c256r66_instance1"
    children: "gen_synthesis_res64_conv0upfir2dconv2dmodule_instance1"
    concatenation {
      axis: 2
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  }
  layer {
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    parents: "concat_left_x_c256r66_instance1"
    children: "layer311"
    weights: "gen_synthesis_res64_conv0upfir2dweights"
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      width_groups: 1
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      depth_groups: 1
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      kernel_size: 4
      kernel_size: 4
      stride: 1
      stride: 1
      padding: 0
      padding: 0
      groups {
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      }
      has_bias {
      }
      dilation: 1
      dilation: 1
    }
  }
  layer {
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    parents: "gen_synthesis_res64_conv0upfir2dconv2dmodule_instance1"
    children: "layer313"
    instance_norm {
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  }
  layer {
    name: "gen_synthesis_res64_conv0_biaslayer"
    children: "layer312"
    weights: "gen_synthesis_res64_conv0_bias"
    weights_layer {
      dims: 256
      dims: 1
      dims: 1
    }
  }
  layer {
    name: "layer312"
    parents: "gen_synthesis_res64_conv0_biaslayer"
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      dims: 64
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      dims: 64
      dims: 64
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    weights: "gen_affine_synthesislayer_r64u1bias"
    weights_layer {
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      dims: 1
      dims: 1
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      dims: 64
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    weights: "gen_synthesis_res64_conv1_bias"
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      dims: 1
      dims: 1
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      dims: 64
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      dims: 64
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    weights: "gen_affine_synthesislayer_r64u2bias"
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      dims: 1
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      dims: 64
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      dims: 4096
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    weights: "weights70"
    weights_layer {
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  layer {
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      dims: 128
      dims: 128
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      dilation: 1
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      num_neurons: 130
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    weights: "gen_synthesis_res128_conv0upfir2dweights"
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      kernel_size: 4
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      stride: 1
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      padding: 0
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      dilation: 1
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    weights: "gen_synthesis_res128_conv0_bias"
    weights_layer {
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      dims: 1
      dims: 1
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      dims: 128
      dims: 128
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    parents: "layer352"
    children: "layer354"
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    children: "layer355"
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  layer {
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    children: "layer356"
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            max: 256.0
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      dims: 128
      dims: 128
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  layer {
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    weights: "gen_affine_synthesislayer_r128u1bias"
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      dims: 1
      dims: 1
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      dims: 128
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      dilation: 1
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  layer {
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    weights: "gen_synthesis_res128_conv1_bias"
    weights_layer {
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      dims: 1
      dims: 1
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      dims: 128
      dims: 128
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  layer {
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    children: "layer371"
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    }
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            max: 256.0
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      }
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      dims: 128
      dims: 128
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  layer {
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    weights: "gen_affine_synthesislayer_r128u2bias"
    weights_layer {
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  layer {
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      }
    }
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    children: "layer378"
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      dims: 1
      dims: 1
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  layer {
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      dims: 128
      dims: 128
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    parents: "layer378"
    children: "upsample1_c128r128"
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    children: "layer381"
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      dims: 16384
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  layer {
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    weights: "weights84"
    weights_layer {
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  layer {
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    children: "upsample2_c128r256"
    gather {
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  layer {
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    children: "gen_synthesis_res256_conv0_conv2dmodule_instance1"
    reshape {
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      dims: 256
      dims: 256
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  layer {
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    parents: "upsample2_c128r256"
    children: "concat_x_bottom_c64r258_instance1"
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      kernel_size: 3
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      stride: 1
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      padding: 0
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      dilation: 1
      dilation: 1
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      num_neurons: 258
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    parents: "gen_synthesis_res256_conv0_conv2dmodule_instance1"
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    children: "concat_left_x_c64r258_instance1"
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  layer {
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    weights: "gen_synthesis_res256_conv0upfir2dweights"
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      kernel_size: 4
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      stride: 1
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      dilation: 1
      dilation: 1
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  layer {
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    weights: "gen_synthesis_res256_conv0_bias"
    weights_layer {
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      dims: 1
      dims: 1
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  layer {
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      dims: 256
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  layer {
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  layer {
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      }
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      dims: 256
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  layer {
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    weights: "gen_synthesis_res256_conv1_weights"
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      kernel_size: 3
      stride: 1
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      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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    parents: "gen_synthesis_res256_conv1_conv2dmodule_instance1"
    children: "layer408"
    instance_norm {
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  layer {
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    weights: "gen_synthesis_res256_conv1_bias"
    weights_layer {
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      dims: 1
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  layer {
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    tessellate {
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      dims: 256
      dims: 256
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  layer {
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    operator_layer {
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          [type.googleapis.com/lbann_data.AddOperator] {
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  layer {
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    leaky_relu {
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  layer {
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    operator_layer {
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    operator_layer {
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          [type.googleapis.com/lbann_data.ClampOperator] {
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            max: 256.0
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    children: "layer421"
    children: "x_output_featuremap"
    reshape {
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      dims: 256
      dims: 256
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  layer {
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    identity {
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  layer {
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    children: "layer413"
    weights: "gen_rgb0r256torgbbias"
    weights_layer {
      dims: 64
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  }
  layer {
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    parents: "gen_rgb0r256torgbbiaslayer"
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    operator_layer {
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          [type.googleapis.com/lbann_data.ScaleOperator] {
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    operator_layer {
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          [type.googleapis.com/lbann_data.AddOperator] {
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  layer {
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    parents: "layer416"
    children: "scaled_styles_torgb_res256"
    children: "layer419"
    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.ScaleOperator] {
            constant: 0.125
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    reshape {
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      dims: 1
      dims: 1
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    children: "layer421"
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      dims: 256
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  layer {
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    parents: "layer420"
    children: "scaled_stylesMultiplyX_torgb_res256"
    children: "gen_rgb0r256_rgb_conv_ChanIn64_res256_instance1"
    operator_layer {
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          [type.googleapis.com/lbann_data.MultiplyOperator] {
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    parents: "layer421"
    children: "layer425"
    weights: "gen_rgb0r256_rgb_conv_ChanIn64_res256_kernel"
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      groups {
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      has_bias {
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      dilation: 1
      dilation: 1
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  layer {
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    parents: "layer421"
    identity {
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  layer {
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    parents: "layer417"
    identity {
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    children: "layer424"
    weights: "gen_rgb0r256_bias"
    weights_layer {
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      dims: 1
      dims: 1
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  layer {
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    parents: "gen_rgb0r256_biaslayer"
    children: "layer425"
    tessellate {
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      dims: 256
      dims: 256
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  layer {
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    children: "layer426"
    operator_layer {
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          [type.googleapis.com/lbann_data.AddOperator] {
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    children: "img_output"
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  layer {
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    identity {
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  layer {
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    reshape {
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      dims: 256
      dims: 256
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  layer {
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    constant {
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  layer {
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    constant {
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          [type.googleapis.com/lbann_data.AddOperator] {
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  layer {
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  layer {
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    input {
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  layer {
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    parents: "reals_input"
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    reshape {
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      dims: 256
      dims: 256
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  layer {
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    constant {
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      num_neurons: 1
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    operator_layer {
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          [type.googleapis.com/lbann_data.DivideOperator] {
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  layer {
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    operator_layer {
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    operator_layer {
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    operator_layer {
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      dims: 1
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  layer {
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    operator_layer {
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    children: "layer647"
    weights: "disc_fromrgb_weights"
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      dilation: 1
      dilation: 1
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  layer {
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    operator_layer {
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        parameters {
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      }
    }
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    operator_layer {
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        }
      }
    }
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  layer {
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    children: "layer434"
    operator_layer {
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      }
    }
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  layer {
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    operator_layer {
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          [type.googleapis.com/lbann_data.ClampOperator] {
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      }
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    operator_layer {
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      dims: 1
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  layer {
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    hint_layer: "reals_reshape"
    tessellate {
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  layer {
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    operator_layer {
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  layer {
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    operator_layer {
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    children: "layer443"
    weights: "disc_fromrgb_weights"
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    weights: "disc_fromrgb_bias"
    weights_layer {
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  layer {
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      dims: 256
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    operator_layer {
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  layer {
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    leaky_relu {
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  layer {
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    operator_layer {
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    children: "layer653"
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    parents: "layer652"
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    weights: "disc_conv0_down1_256weights"
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  layer {
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    operator_layer {
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  layer {
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    parents: "layer652"
    reshape {
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      dims: 256
      dims: 256
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  }
  layer {
    name: "layer444"
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    children: "layer445"
    tessellate {
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      dims: 256
      dims: 256
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  }
  layer {
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    children: "layer446"
    operator_layer {
      ops {
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          [type.googleapis.com/lbann_data.AddOperator] {
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  layer {
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    children: "layer447"
    leaky_relu {
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  layer {
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    children: "layer448"
    operator_layer {
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    children: "layer449"
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    operator_layer {
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          [type.googleapis.com/lbann_data.ClampOperator] {
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            max: 256.0
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  layer {
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    weights: "disc_conv0_down1_256weights"
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  layer {
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    operator_layer {
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        parameters {
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      }
    }
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  layer {
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      dims: 256
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  layer {
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    children: "layer452"
    children: "layer656"
    weights: "disc_conv0_down1_256bias"
    weights_layer {
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  }
  layer {
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    children: "layer657"
    tessellate {
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      dims: 256
      dims: 256
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  layer {
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    children: "layer658"
    operator_layer {
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        parameters {
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    }
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  layer {
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    leaky_relu {
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  layer {
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    children: "layer660"
    operator_layer {
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        parameters {
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            constant: 1.4142135623730951
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      }
    }
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  layer {
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    operator_layer {
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      }
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  layer {
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    slice {
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      slice_points: 256
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  layer {
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    identity {
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  layer {
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    identity {
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  layer {
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    identity {
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  layer {
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    concatenation {
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  layer {
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    children: "layer668"
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    slice {
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      slice_points: 256
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  layer {
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    identity {
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  layer {
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    identity {
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  layer {
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    identity {
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  layer {
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    }
  }
  weights {
    name: "gen_affine_synthesislayer_r4u2weights"
    initializer {
      normal_initializer {
        standard_deviation: 1.0
      }
    }
  }
  weights {
    name: "gen_affine_synthesislayer_r4u1bias"
    initializer {
      constant_initializer {
        value: 1.0
      }
    }
  }
  callback {
    alternate_updates {
      layers_1: "disc_loss disc_fromrgb_conv2dlayer_instance2 disc_fromrgb_conv2dlayer_instance1 disc_fromrgb_biaslayer disc_conv0_down1_256conv2dlayer_instance2 disc_conv0_down1_256conv2dlayer_instance1 disc_conv0_down1_256biaslayer disc_conv1_down2_256upfir2dconv2dmodule_instance2 disc_conv1_down2_256conv2dlayer_instance2 disc_conv1_down2_256upfir2dconv2dmodule_instance1 disc_conv1_down2_256conv2dlayer_instance1 disc_conv1_down2_256biaslayer disc_conv0_down1_128conv2dlayer_instance2 disc_conv0_down1_128conv2dlayer_instance1 disc_conv0_down1_128biaslayer disc_conv1_down2_128upfir2dconv2dmodule_instance2 disc_conv1_down2_128conv2dlayer_instance2 disc_conv1_down2_128upfir2dconv2dmodule_instance1 disc_conv1_down2_128conv2dlayer_instance1 disc_conv1_down2_128biaslayer disc_conv0_down1_64conv2dlayer_instance2 disc_conv0_down1_64conv2dlayer_instance1 disc_conv0_down1_64biaslayer disc_conv1_down2_64upfir2dconv2dmodule_instance2 disc_conv1_down2_64conv2dlayer_instance2 disc_conv1_down2_64upfir2dconv2dmodule_instance1 disc_conv1_down2_64conv2dlayer_instance1 disc_conv1_down2_64biaslayer disc_conv0_down1_32conv2dlayer_instance2 disc_conv0_down1_32conv2dlayer_instance1 disc_conv0_down1_32biaslayer disc_conv1_down2_32upfir2dconv2dmodule_instance2 disc_conv1_down2_32conv2dlayer_instance2 disc_conv1_down2_32upfir2dconv2dmodule_instance1 disc_conv1_down2_32conv2dlayer_instance1 disc_conv1_down2_32biaslayer disc_conv0_down1_16conv2dlayer_instance2 disc_conv0_down1_16conv2dlayer_instance1 disc_conv0_down1_16biaslayer disc_conv1_down2_16upfir2dconv2dmodule_instance2 disc_conv1_down2_16conv2dlayer_instance2 disc_conv1_down2_16upfir2dconv2dmodule_instance1 disc_conv1_down2_16conv2dlayer_instance1 disc_conv1_down2_16biaslayer disc_conv0_down1_8conv2dlayer_instance2 disc_conv0_down1_8conv2dlayer_instance1 disc_conv0_down1_8biaslayer disc_conv1_down2_8upfir2dconv2dmodule_instance2 disc_conv1_down2_8conv2dlayer_instance2 disc_conv1_down2_8upfir2dconv2dmodule_instance1 disc_conv1_down2_8conv2dlayer_instance1 disc_conv1_down2_8biaslayer disc_epilogue_conv2dlayerconv2dlayer_instance2 disc_epilogue_conv2dlayerconv2dlayer_instance1 disc_epilogue_conv2dlayerbiaslayer disc_epilogue_fclayerweightslayer_instance2 disc_epilogue_fclayerweightslayer_instance1 disc_epilogue_fclayerbiaslayer disc_epilogue_fclayer_outweightslayer_instance2 disc_epilogue_fclayer_outweightslayer_instance1 disc_epilogue_fclayer_outbiaslayer"
      layers_2: "gen_loss gen__mapping0weightslayer_instance1 gen__mapping0biaslayer gen__mapping1weightslayer_instance1 gen__mapping1biaslayer gen__mapping2weightslayer_instance1 gen__mapping2biaslayer gen__mapping3weightslayer_instance1 gen__mapping3biaslayer gen__mapping4weightslayer_instance1 gen__mapping4biaslayer gen__mapping5weightslayer_instance1 gen__mapping5biaslayer gen__mapping6weightslayer_instance1 gen__mapping6biaslayer gen__mapping7weightslayer_instance1 gen__mapping7biaslayer gen_rgb0r256torgbweightslayer_instance1 gen_affine_synthesislayer_r256u1weightslayer_instance1 gen_affine_synthesislayer_r128u2weightslayer_instance1 gen_affine_synthesislayer_r128u1weightslayer_instance1 gen_affine_synthesislayer_r64u2weightslayer_instance1 gen_affine_synthesislayer_r64u1weightslayer_instance1 gen_affine_synthesislayer_r32u2weightslayer_instance1 gen_affine_synthesislayer_r32u1weightslayer_instance1 gen_affine_synthesislayer_r16u2weightslayer_instance1 gen_affine_synthesislayer_r16u1weightslayer_instance1 gen_affine_synthesislayer_r8u2weightslayer_instance1 gen_affine_synthesislayer_r8u1weightslayer_instance1 gen_affine_synthesislayer_r4u2weightslayer_instance1 gen_affine_synthesislayer_r4u1weightslayer_instance1 gen_affine_synthesislayer_r256u1biaslayer gen_const_layer gen_affine_synthesislayer_r4u1biaslayer gen_conv1_orig_conv2dmodule_instance1 gen_conv1_orig_biaslayer gen_affine_synthesislayer_r4u2biaslayer gen_synthesis_res8_conv0_conv2dmodule_instance1 gen_synthesis_res8_conv0upfir2dconv2dmodule_instance1 gen_synthesis_res8_conv0_biaslayer gen_affine_synthesislayer_r8u1biaslayer gen_synthesis_res8_conv1_conv2dmodule_instance1 gen_synthesis_res8_conv1_biaslayer gen_affine_synthesislayer_r8u2biaslayer gen_synthesis_res16_conv0_conv2dmodule_instance1 gen_synthesis_res16_conv0upfir2dconv2dmodule_instance1 gen_synthesis_res16_conv0_biaslayer gen_affine_synthesislayer_r16u1biaslayer gen_synthesis_res16_conv1_conv2dmodule_instance1 gen_synthesis_res16_conv1_biaslayer gen_affine_synthesislayer_r16u2biaslayer gen_synthesis_res32_conv0_conv2dmodule_instance1 gen_synthesis_res32_conv0upfir2dconv2dmodule_instance1 gen_synthesis_res32_conv0_biaslayer gen_affine_synthesislayer_r32u1biaslayer gen_synthesis_res32_conv1_conv2dmodule_instance1 gen_synthesis_res32_conv1_biaslayer gen_affine_synthesislayer_r32u2biaslayer gen_synthesis_res64_conv0_conv2dmodule_instance1 gen_synthesis_res64_conv0upfir2dconv2dmodule_instance1 gen_synthesis_res64_conv0_biaslayer gen_affine_synthesislayer_r64u1biaslayer gen_synthesis_res64_conv1_conv2dmodule_instance1 gen_synthesis_res64_conv1_biaslayer gen_affine_synthesislayer_r64u2biaslayer gen_synthesis_res128_conv0_conv2dmodule_instance1 gen_synthesis_res128_conv0upfir2dconv2dmodule_instance1 gen_synthesis_res128_conv0_biaslayer gen_affine_synthesislayer_r128u1biaslayer gen_synthesis_res128_conv1_conv2dmodule_instance1 gen_synthesis_res128_conv1_biaslayer gen_affine_synthesislayer_r128u2biaslayer gen_synthesis_res256_conv0_conv2dmodule_instance1 gen_synthesis_res256_conv0upfir2dconv2dmodule_instance1 gen_synthesis_res256_conv0_biaslayer gen_synthesis_res256_conv1_conv2dmodule_instance1 gen_synthesis_res256_conv1_biaslayer gen_rgb0r256torgbbiaslayer gen_rgb0r256_rgb_conv_ChanIn64_res256_instance1 gen_rgb0r256_biaslayer"
      iters_1: 1
      iters_2: 1
    }
  }
  callback {
    print {
      interval: 100
      print_global_stat_only: true
    }
  }
  callback {
    gpu_memory_usage {
    }
  }
  callback {
    dump_outputs {
      layers: "gen_out"
      execution_modes: "train"
      batch_interval: 1000
      directory: "dump_outs"
      format: "npy"
    }
  }
}
optimizer {
  adam {
    learn_rate: 0.001
    beta2: 0.99
    eps: 1e-08
  }
}
trainer {
  mini_batch_size: 1
}