op {
  name: "decode_random1"
  decode_random_conf {
    out: "data"
    data_type: kFloat
    shape {
      dim: 1
      dim: 28
      dim: 28
    }
    data_initializer {
      constant_conf {
        value: 0
      }
    }
  }
}

op {
  name: "decode_random2"
  decode_random_conf {
    out: "label"
    data_type: kInt32
    shape {
    }
    data_initializer {
      constant_int_conf {
        value: 0
      }
    }
  }
}

op {
  name: "conv1"
  conv_2d_conf {
    in: "decode_random1/data"
    out: "out"
    filters: 32
    padding: "SAME"
    data_format: "channels_first"
    kernel_size: 5
    kernel_size: 5
    strides: 1
    strides: 1
    dilation_rate: 1
    dilation_rate: 1
    use_bias: true
  }
}

op {
  name: "relu1"
  relu_conf {
    in: "conv1/out"
    out: "out"
  }
}

op {
  name: "pool1"
  max_pooling_2d_conf {
    in: "relu1/out"
    out: "out"
    padding: "SAME"
    data_format: "channels_first"
    pool_size: 2
    pool_size: 2
    strides: 2
    strides: 2
  }
}

op {
  name: "conv2"
  conv_2d_conf {
    in: "pool1/out"
    out: "out"
    filters: 64
    padding: "SAME"
    data_format: "channels_first"
    kernel_size: 5
    kernel_size: 5
    strides: 1
    strides: 1
    dilation_rate: 1
    dilation_rate: 1
    use_bias: true
  }
}

op {
  name: "relu2"
  relu_conf {
    in: "conv2/out"
    out: "out"
  }
}

op {
  name: "pool2"
  max_pooling_2d_conf {
    in: "relu2/out"
    out: "out"
    padding: "SAME"
    data_format: "channels_first"
    pool_size: 2
    pool_size: 2
    strides: 2
    strides: 2
  }
}

op {
  name: "ip1024"
  fully_connected_conf {
    in: "pool2/out"
    out: "out"
    units: 1024
  }
}

op {
  name: "relu3"
  relu_conf {
    in: "ip1024/out"
    out: "out"
  }
}

op {
  name: "dropout"
  dropout_conf {
    in: "relu3/out"
    out: "out"
    rate: 0.5
  }
}

op {
  name: "ip10"
  fully_connected_conf {
    in: "dropout/out"
    out: "out"
    units: 10
  }
}

op {
  name: "softmax_loss"
  sparse_softmax_cross_entropy_loss_conf {
    prediction: "ip10/out"
    label: "decode_random2/label"
    loss: "loss"
  }
}