|
{
|
|
"_name_or_path": "facebook/dinov2-small",
|
|
"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": 384,
|
|
"id2label": {
|
|
"0": "ALGAE",
|
|
"1": "Acr",
|
|
"2": "Acr_Br",
|
|
"3": "Anem",
|
|
"4": "CCA",
|
|
"5": "Ech",
|
|
"6": "Fts",
|
|
"7": "Gal",
|
|
"8": "Gon",
|
|
"9": "H_oval",
|
|
"10": "H_uni",
|
|
"11": "Mtp",
|
|
"12": "P",
|
|
"13": "Poc",
|
|
"14": "Por",
|
|
"15": "R",
|
|
"16": "RDC",
|
|
"17": "S",
|
|
"18": "SG",
|
|
"19": "Sarg",
|
|
"20": "Ser",
|
|
"21": "Slt",
|
|
"22": "Sp",
|
|
"23": "Turf"
|
|
},
|
|
"image_size": 224,
|
|
"initializer_range": 0.02,
|
|
"label2id": {
|
|
"ALGAE": 0,
|
|
"Acr": 1,
|
|
"Acr_Br": 2,
|
|
"Anem": 3,
|
|
"CCA": 4,
|
|
"Ech": 5,
|
|
"Fts": 6,
|
|
"Gal": 7,
|
|
"Gon": 8,
|
|
"H_oval": 9,
|
|
"H_uni": 10,
|
|
"Mtp": 11,
|
|
"P": 12,
|
|
"Poc": 13,
|
|
"Por": 14,
|
|
"R": 15,
|
|
"RDC": 16,
|
|
"S": 17,
|
|
"SG": 18,
|
|
"Sarg": 19,
|
|
"Ser": 20,
|
|
"Slt": 21,
|
|
"Sp": 22,
|
|
"Turf": 23
|
|
},
|
|
"layer_norm_eps": 1e-06,
|
|
"layerscale_value": 1.0,
|
|
"mlp_ratio": 4,
|
|
"model_type": "dinov2",
|
|
"num_attention_heads": 6,
|
|
"num_channels": 3,
|
|
"num_hidden_layers": 12,
|
|
"out_features": [
|
|
"stage12"
|
|
],
|
|
"out_indices": [
|
|
12
|
|
],
|
|
"patch_size": 14,
|
|
"problem_type": "single_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": "4.48.0",
|
|
"use_swiglu_ffn": false,
|
|
"initial_learning_rate": 0.001,
|
|
"train_batch_size": 16,
|
|
"eval_batch_size": 16,
|
|
"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
|
|
} |