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dinov2-base-2024_09_09-batch-size32_epochs150_freeze

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dinov2-base-2024_09_09-batch-size32_epochs150_freeze
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{
    "_name_or_path": "facebook/dinov2-base",
    "apply_layernorm": true,
    "architectures": [
        "Dinov2ForImageClassification"
    ],
    "attention_probs_dropout_prob": 0.0,
    "drop_path_rate": 0.0,
    "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": 518,
    "initializer_range": 0.02,
    "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-06,
    "layerscale_value": 1.0,
    "mlp_ratio": 4,
    "model_type": "dinov2",
    "num_attention_heads": 12,
    "num_channels": 3,
    "num_hidden_layers": 12,
    "out_features": [
        "stage12"
    ],
    "out_indices": [
        12
    ],
    "patch_size": 14,
    "problem_type": "multi_label_classification",
    "qkv_bias": true,
    "reshape_hidden_states": true,
    "stage_names": [
        "stem",
        "stage1",
        "stage2",
        "stage3",
        "stage4",
        "stage5",
        "stage6",
        "stage7",
        "stage8",
        "stage9",
        "stage10",
        "stage11",
        "stage12"
    ],
    "torch_dtype": "float32",
    "transformers_version": "4.41.1",
    "use_swiglu_ffn": false,
    "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,
    "emissions_data": {
        "emissions": 0.7291228651023076,
        "source": "Code Carbon",
        "training_type": "fine-tuning",
        "geographical_location": "Brest, France",
        "hardware_used": "NVIDIA Tesla V100 PCIe 32 Go"
    }
}