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{
"_name_or_path": "facebook/dinov2-large",
"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": 1024,
"id2label": {
"0": "Acropore_branched",
"1": "Acropore_digitised",
"2": "Acropore_tabular",
"3": "Algae",
"4": "Dead_coral",
"5": "Fish",
"6": "Millepore",
"7": "No_acropore_encrusting",
"8": "No_acropore_massive",
"9": "No_acropore_sub_massive",
"10": "Rock",
"11": "Rubble",
"12": "Sand"
},
"image_size": 164,
"initializer_range": 0.02,
"label2id": {
"Acropore_branched": 0,
"Acropore_digitised": 1,
"Acropore_tabular": 2,
"Algae": 3,
"Dead_coral": 4,
"Fish": 5,
"Millepore": 6,
"No_acropore_encrusting": 7,
"No_acropore_massive": 8,
"No_acropore_sub_massive": 9,
"Rock": 10,
"Rubble": 11,
"Sand": 12
},
"layer_norm_eps": 1e-06,
"layerscale_value": 1.0,
"mlp_ratio": 4,
"model_type": "dinov2",
"num_attention_heads": 16,
"num_channels": 3,
"num_hidden_layers": 24,
"out_features": [
"stage24"
],
"out_indices": [
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],
"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",
"stage13",
"stage14",
"stage15",
"stage16",
"stage17",
"stage18",
"stage19",
"stage20",
"stage21",
"stage22",
"stage23",
"stage24"
],
"torch_dtype": "float32",
"transformers_version": "4.41.0",
"use_swiglu_ffn": false,
"initial_learning_rate": 0.001,
"train_batch_size": 64,
"eval_batch_size": 64,
"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
} |