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DinoVdeau-base-2024_09_03-batch-size32_epochs150_freeze

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dinov2
multilabel-image-classification
multilabel
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  1. config.json +137 -114
config.json CHANGED
@@ -1,115 +1,138 @@
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  {
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- "_name_or_path": "facebook/dinov2-base",
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- "apply_layernorm": true,
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- "architectures": [
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- "NewheadDinov2ForImageClassification"
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- ],
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- "attention_probs_dropout_prob": 0.0,
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- "drop_path_rate": 0.0,
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- "hidden_act": "gelu",
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- "hidden_dropout_prob": 0.0,
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- "hidden_size": 768,
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- "id2label": {
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- "0": "Acropore_branched",
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- "1": "Acropore_digitised",
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- "2": "Acropore_sub_massive",
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- "3": "Acropore_tabular",
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- "4": "Algae_assembly",
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- "5": "Algae_drawn_up",
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- "6": "Algae_limestone",
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- "7": "Algae_sodding",
21
- "8": "Atra/Leucospilota",
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- "9": "Bleached_coral",
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- "10": "Blurred",
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- "11": "Dead_coral",
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- "12": "Fish",
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- "13": "Homo_sapiens",
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- "14": "Human_object",
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- "15": "Living_coral",
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- "16": "Millepore",
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- "17": "No_acropore_encrusting",
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- "18": "No_acropore_foliaceous",
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- "19": "No_acropore_massive",
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- "20": "No_acropore_solitary",
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- "21": "No_acropore_sub_massive",
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- "22": "Rock",
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- "23": "Rubble",
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- "24": "Sand",
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- "25": "Sea_cucumber",
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- "26": "Sea_urchins",
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- "27": "Sponge",
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- "28": "Syringodium_isoetifolium",
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- "29": "Thalassodendron_ciliatum",
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- "30": "Useless"
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- },
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- "image_size": 518,
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- "initializer_range": 0.02,
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- "label2id": {
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- "Acropore_branched": 0,
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- "Acropore_digitised": 1,
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- "Acropore_sub_massive": 2,
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- "Acropore_tabular": 3,
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- "Algae_assembly": 4,
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- "Algae_drawn_up": 5,
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- "Algae_limestone": 6,
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- "Algae_sodding": 7,
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- "Atra/Leucospilota": 8,
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- "Bleached_coral": 9,
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- "Blurred": 10,
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- "Dead_coral": 11,
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- "Fish": 12,
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- "Homo_sapiens": 13,
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- "Human_object": 14,
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- "Living_coral": 15,
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- "Millepore": 16,
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- "No_acropore_encrusting": 17,
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- "No_acropore_foliaceous": 18,
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- "No_acropore_massive": 19,
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- "No_acropore_solitary": 20,
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- "No_acropore_sub_massive": 21,
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- "Rock": 22,
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- "Rubble": 23,
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- "Sand": 24,
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- "Sea_cucumber": 25,
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- "Sea_urchins": 26,
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- "Sponge": 27,
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- "Syringodium_isoetifolium": 28,
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- "Thalassodendron_ciliatum": 29,
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- "Useless": 30
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- },
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- "layer_norm_eps": 1e-06,
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- "layerscale_value": 1.0,
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- "mlp_ratio": 4,
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- "model_type": "dinov2",
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- "num_attention_heads": 12,
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- "num_channels": 3,
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- "num_hidden_layers": 12,
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- "out_features": [
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- "stage12"
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- ],
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- "out_indices": [
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- 12
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- ],
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- "patch_size": 14,
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- "problem_type": "multi_label_classification",
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- "qkv_bias": true,
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- "reshape_hidden_states": true,
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- "stage_names": [
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- "stem",
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- "stage1",
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- "stage2",
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- "stage3",
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- "stage4",
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- "stage5",
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- "stage6",
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- "stage7",
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- "stage8",
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- "stage9",
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- "stage10",
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- "stage11",
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- "stage12"
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- ],
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- "torch_dtype": "float32",
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- "transformers_version": "4.41.1",
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- "use_swiglu_ffn": false
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  {
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+ "_name_or_path": "facebook/dinov2-base",
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+ "apply_layernorm": true,
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+ "architectures": [
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+ "NewheadDinov2ForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "drop_path_rate": 0.0,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.0,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "Acropore_branched",
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+ "1": "Acropore_digitised",
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+ "2": "Acropore_sub_massive",
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+ "3": "Acropore_tabular",
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+ "4": "Algae_assembly",
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+ "5": "Algae_drawn_up",
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+ "6": "Algae_limestone",
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+ "7": "Algae_sodding",
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+ "8": "Atra/Leucospilota",
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+ "9": "Bleached_coral",
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+ "10": "Blurred",
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+ "11": "Dead_coral",
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+ "12": "Fish",
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+ "13": "Homo_sapiens",
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+ "14": "Human_object",
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+ "15": "Living_coral",
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+ "16": "Millepore",
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+ "17": "No_acropore_encrusting",
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+ "18": "No_acropore_foliaceous",
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+ "19": "No_acropore_massive",
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+ "20": "No_acropore_solitary",
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+ "21": "No_acropore_sub_massive",
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+ "22": "Rock",
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+ "23": "Rubble",
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+ "24": "Sand",
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+ "25": "Sea_cucumber",
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+ "26": "Sea_urchins",
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+ "27": "Sponge",
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+ "28": "Syringodium_isoetifolium",
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+ "29": "Thalassodendron_ciliatum",
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+ "30": "Useless"
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+ },
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+ "image_size": 518,
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+ "initializer_range": 0.02,
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+ "label2id": {
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+ "Acropore_branched": 0,
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+ "Acropore_digitised": 1,
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+ "Acropore_sub_massive": 2,
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+ "Acropore_tabular": 3,
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+ "Algae_assembly": 4,
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+ "Algae_drawn_up": 5,
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+ "Algae_limestone": 6,
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+ "Algae_sodding": 7,
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+ "Atra/Leucospilota": 8,
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+ "Bleached_coral": 9,
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+ "Blurred": 10,
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+ "Dead_coral": 11,
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+ "Fish": 12,
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+ "Homo_sapiens": 13,
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+ "Human_object": 14,
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+ "Living_coral": 15,
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+ "Millepore": 16,
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+ "No_acropore_encrusting": 17,
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+ "No_acropore_foliaceous": 18,
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+ "No_acropore_massive": 19,
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+ "No_acropore_solitary": 20,
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+ "No_acropore_sub_massive": 21,
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+ "Rock": 22,
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+ "Rubble": 23,
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+ "Sand": 24,
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+ "Sea_cucumber": 25,
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+ "Sea_urchins": 26,
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+ "Sponge": 27,
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+ "Syringodium_isoetifolium": 28,
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+ "Thalassodendron_ciliatum": 29,
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+ "Useless": 30
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+ },
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+ "layer_norm_eps": 1e-06,
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+ "layerscale_value": 1.0,
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+ "mlp_ratio": 4,
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+ "model_type": "dinov2",
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+ "num_attention_heads": 12,
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+ "num_channels": 3,
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+ "num_hidden_layers": 12,
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+ "out_features": [
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+ "stage12"
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+ ],
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+ "out_indices": [
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+ 12
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+ ],
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+ "patch_size": 14,
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+ "problem_type": "multi_label_classification",
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+ "qkv_bias": true,
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+ "reshape_hidden_states": true,
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+ "stage_names": [
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+ "stem",
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+ "stage1",
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+ "stage2",
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+ "stage3",
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+ "stage4",
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+ "stage5",
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+ "stage6",
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+ "stage7",
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+ "stage8",
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+ "stage9",
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+ "stage10",
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+ "stage11",
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+ "stage12"
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+ ],
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.41.1",
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+ "use_swiglu_ffn": false,
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+ "initial_learning_rate": 0.001,
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+ "train_batch_size": 32,
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+ "eval_batch_size": 32,
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+ "optimizer": {
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+ "type": "Adam"
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+ },
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+ "lr_scheduler_type": {
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+ "type": "ReduceLROnPlateau"
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+ },
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+ "patience_lr_scheduler": 5,
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+ "factor_lr_scheduler": 0.1,
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+ "weight_decay": 0.0001,
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+ "early_stopping_patience": 10,
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+ "freeze_encoder": true,
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+ "data_augmentation": true,
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+ "num_epochs": 150,
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+ "emissions_data": {
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+ "emissions": 1.3368314147555413,
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+ "source": "Code Carbon",
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+ "training_type": "fine-tuning",
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+ "geographical_location": "Brest, France",
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+ "hardware_used": "NVIDIA Tesla V100 PCIe 32 Go"
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+ }
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+ }