config.json

{
  "train_params":
    {
    "quadrics": {
                  "n_points": "all",
                  "n_quadrics": 300,
                  "distance": "dist2",
                  "lr": 0.1,
                  "n_epoch": 50,
                  "device": "gpu",
                  "batch_size": 32,
                  "val_size": 5000
                },
    "quadrics_algebraic": {
                  "n_points": 80000,
                  "n_quadrics": 100,
                  "lr": 0.1,
                  "n_epoch": 50,
                  "device": "gpu",
                  "batch_size": 32,
                  "val_size": 5000
                },
    "OneClassSVM": {
                  "n_points": 2000,
                  "kernel": "poly",
                  "degree": 3
                   },
    "PCA": {
                  "n_points": "all",
                  "n_components": 170
           },
    "norms": {}
    },
  "test_params": {
                  "normalize": 1,
                  "n_experiments": 20,
                  "proportion_of_outliers": 0.01
                  },
  "models_to_calculate": ["quadrics", "OneClassSVM", "PCA", "norms"],
  "datasets_to_calculate": ["megaface", "flickr"],
  "models_dir": "./models",
  "features_dir": "./features"
}