File size: 4,260 Bytes
9bfe0c4 ec0d33f |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 |
{
"_name_or_path": "facebook/dinov2-giant",
"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": 1536,
"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": 24,
"num_channels": 3,
"num_hidden_layers": 40,
"out_features": [
"stage40"
],
"out_indices": [
40
],
"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",
"stage25",
"stage26",
"stage27",
"stage28",
"stage29",
"stage30",
"stage31",
"stage32",
"stage33",
"stage34",
"stage35",
"stage36",
"stage37",
"stage38",
"stage39",
"stage40"
],
"torch_dtype": "float32",
"transformers_version": "4.41.1",
"use_swiglu_ffn": true,
"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": 0.5035923822963007,
"source": "Code Carbon",
"training_type": "fine-tuning",
"geographical_location": "Brest, France",
"hardware_used": "NVIDIA Tesla V100 PCIe 32 Go"
}
} |