{ "_name_or_path": "facebook/dinov2-large", "apply_layernorm": true, "architectures": [ "NewheadDinov2ForImageClassification" ], "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_assembly", "4": "Algae_limestone", "5": "Algae_sodding", "6": "Dead_coral", "7": "Living_coral", "8": "Millepore", "9": "No_acropore_encrusting", "10": "No_acropore_massive", "11": "No_acropore_sub_massive", "12": "Rock", "13": "Sand", "14": "Rubble", "15": "Sea_urchins", "16": "Sponge", "17": "Thalassodendron_ciliatum", "18": "Useless", "19": "Acropore_sub_massive", "20": "Algae_drawn_up", "21": "Bleached_coral" }, "image_size": 160, "initializer_range": 0.02, "label2id": { "Acropore_branched": 0, "Acropore_digitised": 1, "Acropore_sub_massive": 19, "Acropore_tabular": 2, "Algae_assembly": 3, "Algae_drawn_up": 20, "Algae_limestone": 4, "Algae_sodding": 5, "Bleached_coral": 21, "Dead_coral": 6, "Living_coral": 7, "Millepore": 8, "No_acropore_encrusting": 9, "No_acropore_massive": 10, "No_acropore_sub_massive": 11, "Rock": 12, "Rubble": 14, "Sand": 13, "Sea_urchins": 15, "Sponge": 16, "Thalassodendron_ciliatum": 17, "Useless": 18 }, "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": [ 24 ], "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": 512, "eval_batch_size": 512, "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": 50, "emissions_data": { "emissions": 0.02562211166966913, "source": "Code Carbon", "training_type": "fine-tuning", "geographical_location": "Brest, France", "hardware_used": "NVIDIA Tesla V100 PCIe 32 Go" } }