| { | |
| "_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": [ | |
| 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": "4.44.2", | |
| "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 | |
| } |