config.json

{
  "DATA_DIR": "/mnt/fscompute_shared/Miller_AntarcticData/Specs_sequenced2",
  "OUTPUT_DIR": "/mnt/fscompute_shared/Miller_AntarcticData/CNN+Noise_Results/",
  "LOCATIONS": [
    "BallenyIslands2015",
    "casey2014",
    "casey2017",
    "ElephantIsland2013",
    "ElephantIsland2014",
    "kerguelen2005",
    "kerguelen2014",
    "kerguelen2015",
    "Greenwich64S2015",
    "MaudRise2014",
    "RossSea2014"
  ],
  "CATEGORIES": [
    "20Plus",
    "20Hz",
    "A",
    "B",
    "D",
    "Dswp",
    "Z",
    "Noise"
  ],
  "CATEGORIES_TO_JOIN": {
    "20Hz20Plus": [
      "20Plus",
      "20Hz"
    ],
    "ABZ": [
      "A",
      "B",
      "Z"
    ],
    "DDswp": [
      "D",
      "Dswp"
    ]
  },
  "SAMPLES_PER_CLASS": 30000,
  "NOISE_RATIO": [0.25],
  "NOISE_RATIO_TEST": ["all"],
  "USE_CORRECTED_DATASET": false,
  "VALID_SPLIT": 0.3,
  "TEST_SPLIT": "blocked",
  "model_name": "IdilCNN",
  "BATCH_SIZE": 32,
  "EPOCHS": 100,
  "early_stop": 20,
  "monitoring_metric": "val_imbalanced_metric",
  "monitoring_direction": "max",
  "loss_function": "custom_cross_entropy",
  "learning_rate": 0.001,
  "CLASS_WEIGHTS": null,
  "test_after_training": true
}