[
  {
    "name": "Convolution",
    "schema": {
      "category": "Layer",
      "inputs": [
        { "name": "input" },
        { "name": "filter" },
        { "name": "bias" }
      ],
      "outputs": [
        { "name": "output" }
      ],
      "attributes": [
        { "name": "bias_term", "visible": false },
        { "name": "weight_filler", "visible": false },
        { "name": "bias_filler", "visible": false },
        { "name": "num_output", "visible": false },
        { "name": "pad", "default": [0] },
        { "name": "kernel_size", "default": [] },
        { "name": "stride", "default": [1] },
        { "name": "dilation", "default": [] },
        { "name": "group", "default": 1 }
      ]
    }
  },
  {
    "name": "Deconvolution",
    "schema": {
      "category": "Layer",
      "inputs": [
        { "name": "input" },
        { "name": "filter" },
        { "name": "bias" }
      ],
      "outputs": [
        { "name": "output" }
      ],
      "attributes": [
        { "name": "bias_term", "visible": false },
        { "name": "weight_filler", "visible": false },
        { "name": "bias_filler", "visible": false },
        { "name": "num_output", "visible": false },
        { "name": "pad", "default": [] },
        { "name": "kernel_size", "default": [] },
        { "name": "stride", "default": [] },
        { "name": "dilation", "default": [] }
      ]
    }
  },
  {
    "name": "DepthwiseConvolution",
    "schema": {
      "category": "Layer",
      "attributes": [
        { "name": "bias_term", "visible": false },
        { "name": "weight_filler", "visible": false },
        { "name": "bias_filler", "visible": false },
        { "name": "num_output", "visible": false }
      ],
      "inputs": [
        { "name": "input" },
        { "name": "filter" },
        { "name": "bias" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "ConvolutionDepthwise",
    "schema": {
      "category": "Layer",
      "attributes": [
        { "name": "pad", "default": [0] },
        { "name": "kernel_size", "default": [] },
        { "name": "stride", "default": [1] },
        { "name": "bias_term", "visible": false },
        { "name": "weight_filler", "visible": false },
        { "name": "bias_filler", "visible": false },
        { "name": "num_output", "visible": false }
      ],
      "inputs": [
        { "name": "input" },
        { "name": "filter" },
        { "name": "bias" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  { 
    "name": "InnerProduct",
    "schema": {
      "category": "Layer",
      "inputs": [
        { "name": "input" },
        { "name": "weights" },
        { "name": "bias" }
      ],
      "outputs": [
        { "name": "output" }
      ],
      "attributes": [
        { "name": "bias_term", "visible": false },
        { "name": "weight_filler", "visible": false },
        { "name": "bias_filler", "visible": false },
        { "name": "num_output", "visible": false }
      ]
    }
  },
  {
    "name": "Scale",
    "schema": {
      "category": "Layer",
      "inputs": [
        { "name": "input" },
        { "name": "scale" },
        { "name": "bias" }
      ],
      "outputs": [
        { "name": "output" }
      ],
      "attributes": [
        { "name": "filler", "visible": false },
        { "name": "bias_term", "visible": false },
        { "name": "bias_filler", "visible": false }
      ]
    }
  },
  {
    "name": "Dropout",
    "schema": {
      "category": "Dropout",
      "attributes": [
        { "name": "dropout_ratio", "default": 0.5 }
      ],
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Flatten",
    "schema": {
      "category": "Shape",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "LRN",
    "schema": {
      "category": "Normalization",
      "attributes": [
        { "name": "local_size", "type": "uint32", "default": 5 },
        { "name": "alpha", "type": "float32", "default": 0.0001 },
        { "name": "beta", "type": "float32", "default": 0.75 }
      ],
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "BatchNorm",
    "schema": {
      "category": "Normalization",
      "attributes": [
        { "name": "use_global_stats", "visible": false },
        { "name": "eps", "default": 1e-5 }
      ],
      "inputs": [
        { "name": "input" },
        { "name": "gamma" },
        { "name": "beta" },
        { "name": "mean" },
        { "name": "variance" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "BN",
    "schema": {
      "category": "Normalization",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Sigmoid",
    "schema": {
      "category": "Activation",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Softmax",
    "schema": {
      "category": "Activation",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "SoftmaxLoss",
    "schema": {
      "category": "Activation",
      "inputs": [
        { "name": "input" },
        { "name": "labels" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "SoftmaxWithLoss",
    "schema": {
      "category": "Activation",
      "inputs": [
        { "name": "input" },
        { "name": "labels" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "ContrastiveLossParameter",
    "schema": {
      "attributes": [
        { "name": "margin", "default": 1.0 },
        { "name": "legacy_version", "default": false }
      ]
    }
  },
  {
    "name": "ReLU",
    "schema": {
      "category": "Activation",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "PReLU",
    "schema": {
      "category": "Activation",
      "inputs": [
        { "name": "input" }, 
        { "name": "slope" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Concat",
    "schema": {
      "category": "Tensor",
      "inputs": [
        { "name": "inputs", "option": "variadic" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Split",
    "schema": {
      "category": "Tensor",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "outputs", "option": "variadic" }
      ]  
    }
  },
  {
    "name": "Eltwise",
    "schema": {
      "attributes": [
        { "name": "operation", "default": 1 }
      ],
      "inputs": [
        { "name": "inputs", "option": "variadic" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Pooling",
    "schema": {
      "category": "Pool",
      "attributes": [
        { "name": "pool", "default": 0 }
      ],
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Crop",
    "schema": {
      "category": "Data",
      "inputs": [
        { "name": "data" },
        { "name": "size" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Data",
    "schema": {
      "category": "Data",
      "outputs": [
        { "name": "data" },
        { "name": "label" }
      ]
    }
  },
  {
    "name": "DummyData",
    "schema": {
      "category": "Data",
      "outputs": [
        { "name": "data" }
      ]
    }
  },
  {
    "name": "AnnotatedData",
    "schema": {
      "category": "Data",
      "outputs": [
        { "name": "data" }
      ]
    }
  },
  {
    "name": "HDF5Data",
    "schema": {
      "category": "Data",
      "outputs": [
        { "name": "data" }
      ]
    }
  },
  {
    "name": "ImageData",
    "schema": {
      "category": "Data",
      "outputs": [
        { "name": "data" },
        { "name": "label" }
      ]
    }
  },
  {
    "name": "WindowData",
    "schema": {
      "category": "Data",
      "outputs": [
        { "name": "data" },
        { "name": "label" }
      ]
    }
  },
  {
    "name": "Slice",
    "schema": {
      "category": "Tensor",
      "attributes": [
        { "name": "axis", "default": 1 }
      ],
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "outputs", "option": "variadic" }
      ]
    }
  },
  {
    "name": "EuclideanLoss",
    "schema": {
      "inputs": [
        { "name": "predictions" },
        { "name": "targets" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Accuracy",
    "schema": {
      "inputs": [
        { "name": "predictions" },
        { "name": "labels" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "LSTM",
    "schema": {
      "category": "Layer",
      "inputs": [
        { "name": "input" },
        { "name": "weights" },
        { "name": "h_0" },
        { "name": "c_0" }
      ],
      "outputs": [
        { "name": "output" },
        { "name": "h_T" },
        { "name": "c_T" }
      ],
      "attributes": [
        { "name": "weight_filler", "visible": false },
        { "name": "bias_filler", "visible": false },
        { "name": "num_output", "visible": false }
      ]
    }
  },
  {
    "name": "Reshape",
    "schema": {
      "category": "Shape",
      "inputs": [
        { "name": "data" }
      ],
      "outputs": [
        { "name": "reshaped" }
      ]
    }
  },
  {
    "name": "ColorConv",
    "schema": {
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Permute",
    "schema": {
      "category": "Shape",
      "inputs": [
        { "name": "input" }
      ],
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Parameter",
    "schema": {
      "outputs": [
        { "name": "output" }
      ]
    }
  },
  {
    "name": "Python",
    "schema": {
    }
  }
]