experiments.json

[
  {
    "name": "experiment_1",
    "layers": [
      {
        "type": "conv2d",
        "kernel_size": 3,
        "input_channels": 3,
        "output_channels": 64
      },
      {
        "type": "bn",
        "input_channels": 64
      },
      {
        "type": "leakyRelu"
      },
      {
        "type": "maxPooling",
        "pool_size": 2
      },
      {
        "type": "conv2d",
        "kernel_size": 3,
        "input_channels": 64,
        "output_channels": 128
      },
      {
        "type": "bn",
        "input_channels": 128
      },
      {
        "type": "leakyRelu"
      },
      {
        "type": "maxPooling",
        "pool_size": 2
      },
      {
        "type": "flatten"
      },
      {
        "type": "fc",
        "num_nodes": 4096,
        "previous_nodes": 8192
      },
      {
        "type": "leakyRelu"
      },
      {
        "type": "fc",
        "num_nodes": 4096,
        "previous_nodes": 4096
      },
      {
        "type": "leakyRelu"
      },
      {
        "type": "fc",
        "num_nodes": "output",
        "previous_nodes": 4096
      },
      {
        "type": "softmax"
      }
    ],
    "batch_size": 16,
    "lr": 0.001,
    "lr_decay": 0.8,
    "epochs": 300,
    "lr_patience": 5,
    "es_patience": 20
  }
]