yahpo-fcnet/config_space.json

{
  "hyperparameters": [
    {
      "name": "task",
      "type": "categorical",
      "choices": [
        "fcnet_naval_propulsion",
        "fcnet_protein_structure",
        "fcnet_slice_localization",
        "fcnet_parkinsons_telemonitoring"
      ],
      "default": "fcnet_naval_propulsion",
      "probabilities": null
    },
    {
      "name": "activation_fn_1",
      "type": "categorical",
      "choices": [
        "relu",
        "tanh"
      ],
      "default": "relu",
      "probabilities": null
    },
    {
      "name": "activation_fn_2",
      "type": "categorical",
      "choices": [
        "tanh",
        "relu"
      ],
      "default": "relu",
      "probabilities": null
    },
    {
      "name": "lr_schedule",
      "type": "categorical",
      "choices": [
        "const",
        "cosine"
      ],
      "default": "const",
      "probabilities": null
    },
    {
      "name": "epoch",
      "type": "uniform_int",
      "log": true,
      "lower": 1,
      "upper": 100,
      "default": 100
    },
    {
      "name": "replication",
      "type": "uniform_int",
      "log": true,
      "lower": 1,
      "upper": 4,
      "default": 1
    },
    {
      "name": "batch_size",
      "type": "uniform_int",
      "log": true,
      "lower": 8,
      "upper": 64,
      "default": 64
    },
    {
      "name": "init_lr",
      "type": "uniform_float",
      "log": true,
      "lower": 5e-4,
      "upper": 1e-1,
      "default": 1e-3
    },
    {
      "name": "dropout_1",
      "type": "uniform_float",
      "log": false,
      "lower": 0.0,
      "upper": 0.6,
      "default": 0.5
    },
    {
      "name": "dropout_2",
      "type": "uniform_float",
      "log": false,
      "lower": 0.0,
      "upper": 0.6,
      "default": 0.5
    },
    {
      "name": "n_units_1",
      "type": "uniform_int",
      "log": false,
      "lower": 16,
      "upper": 512,
      "default": 256
    },
    {
      "name": "n_units_2",
      "type": "uniform_int",
      "log": false,
      "lower": 16,
      "upper": 512,
      "default": 256
    }
  ],
  "conditions": [],
  "forbiddens": [],
  "python_module_version": "0.4.18",
  "json_format_version": 0.2
}