config.json

{
    "add_fpn": false,
    "architectures": [
        "BeitForImageClassification"
    ],
    "attention_probs_dropout_prob": 0.0,
    "auxiliary_channels": 256,
    "auxiliary_concat_input": false,
    "auxiliary_loss_weight": 0.4,
    "auxiliary_num_convs": 1,
    "drop_path_rate": 0.1,
    "hidden_act": "gelu",
    "hidden_dropout_prob": 0.0,
    "hidden_size": 768,
    "id2label": {
        "0": "Acropore_branched",
        "1": "Acropore_digitised",
        "2": "Acropore_sub_massive",
        "3": "Acropore_tabular",
        "4": "Algae_assembly",
        "5": "Algae_drawn_up",
        "6": "Algae_limestone",
        "7": "Algae_sodding",
        "8": "Atra/Leucospilota",
        "9": "Bleached_coral",
        "10": "Blurred",
        "11": "Dead_coral",
        "12": "Fish",
        "13": "Homo_sapiens",
        "14": "Human_object",
        "15": "Living_coral",
        "16": "Millepore",
        "17": "No_acropore_encrusting",
        "18": "No_acropore_foliaceous",
        "19": "No_acropore_massive",
        "20": "No_acropore_solitary",
        "21": "No_acropore_sub_massive",
        "22": "Rock",
        "23": "Rubble",
        "24": "Sand",
        "25": "Sea_cucumber",
        "26": "Sea_urchins",
        "27": "Sponge",
        "28": "Syringodium_isoetifolium",
        "29": "Thalassodendron_ciliatum",
        "30": "Useless"
    },
    "image_size": 224,
    "initializer_range": 0.02,
    "intermediate_size": 3072,
    "label2id": {
        "Acropore_branched": 0,
        "Acropore_digitised": 1,
        "Acropore_sub_massive": 2,
        "Acropore_tabular": 3,
        "Algae_assembly": 4,
        "Algae_drawn_up": 5,
        "Algae_limestone": 6,
        "Algae_sodding": 7,
        "Atra/Leucospilota": 8,
        "Bleached_coral": 9,
        "Blurred": 10,
        "Dead_coral": 11,
        "Fish": 12,
        "Homo_sapiens": 13,
        "Human_object": 14,
        "Living_coral": 15,
        "Millepore": 16,
        "No_acropore_encrusting": 17,
        "No_acropore_foliaceous": 18,
        "No_acropore_massive": 19,
        "No_acropore_solitary": 20,
        "No_acropore_sub_massive": 21,
        "Rock": 22,
        "Rubble": 23,
        "Sand": 24,
        "Sea_cucumber": 25,
        "Sea_urchins": 26,
        "Sponge": 27,
        "Syringodium_isoetifolium": 28,
        "Thalassodendron_ciliatum": 29,
        "Useless": 30
    },
    "layer_norm_eps": 1e-12,
    "layer_scale_init_value": 0.1,
    "model_type": "beit",
    "num_attention_heads": 12,
    "num_channels": 3,
    "num_hidden_layers": 12,
    "out_features": [
        "stage12"
    ],
    "out_indices": [
        12
    ],
    "patch_size": 16,
    "pool_scales": [
        1,
        2,
        3,
        6
    ],
    "problem_type": "multi_label_classification",
    "reshape_hidden_states": true,
    "semantic_loss_ignore_index": 255,
    "stage_names": [
        "stem",
        "stage1",
        "stage2",
        "stage3",
        "stage4",
        "stage5",
        "stage6",
        "stage7",
        "stage8",
        "stage9",
        "stage10",
        "stage11",
        "stage12"
    ],
    "torch_dtype": "float32",
    "transformers_version": "4.56.0.dev0",
    "use_absolute_position_embeddings": false,
    "use_auxiliary_head": true,
    "use_mask_token": false,
    "use_mean_pooling": true,
    "use_relative_position_bias": true,
    "use_shared_relative_position_bias": false,
    "vocab_size": 8192,
    "initial_learning_rate": 0.001,
    "train_batch_size": 32,
    "eval_batch_size": 32,
    "optimizer": {
        "type": "Adam"
    },
    "lr_scheduler_type": {
        "type": "ReduceLROnPlateau"
    },
    "patience_lr_scheduler": 5,
    "factor_lr_scheduler": 0.1,
    "weight_decay": 0.0001,
    "early_stopping_patience": 10,
    "freeze_encoder": true,
    "data_augmentation": true,
    "num_epochs": 150
}