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Upload config.json

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  1. config.json +149 -126
config.json CHANGED
@@ -1,127 +1,150 @@
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  {
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- "_name_or_path": "facebook/dinov2-large",
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- "apply_layernorm": true,
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- "architectures": [
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- "Dinov2ForImageClassification"
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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": 1024,
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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,
74
- "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": 16,
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- "num_channels": 3,
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- "num_hidden_layers": 24,
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- "out_features": [
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- "stage24"
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- ],
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- "out_indices": [
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- 24
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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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- "stage13",
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- "stage14",
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- "stage15",
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- "stage16",
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- "stage17",
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- "stage18",
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- "stage19",
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- "stage20",
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- "stage21",
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- "stage22",
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- "stage23",
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- "stage24"
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- ],
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- "torch_dtype": "float32",
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- "transformers_version": "4.44.2",
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- "use_swiglu_ffn": false
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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
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+ "_name_or_path": "facebook/dinov2-large",
3
+ "apply_layernorm": true,
4
+ "architectures": [
5
+ "Dinov2ForImageClassification"
6
+ ],
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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": 1024,
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+ "id2label": {
13
+ "0": "Acropore_branched",
14
+ "1": "Acropore_digitised",
15
+ "2": "Acropore_sub_massive",
16
+ "3": "Acropore_tabular",
17
+ "4": "Algae_assembly",
18
+ "5": "Algae_drawn_up",
19
+ "6": "Algae_limestone",
20
+ "7": "Algae_sodding",
21
+ "8": "Atra/Leucospilota",
22
+ "9": "Bleached_coral",
23
+ "10": "Blurred",
24
+ "11": "Dead_coral",
25
+ "12": "Fish",
26
+ "13": "Homo_sapiens",
27
+ "14": "Human_object",
28
+ "15": "Living_coral",
29
+ "16": "Millepore",
30
+ "17": "No_acropore_encrusting",
31
+ "18": "No_acropore_foliaceous",
32
+ "19": "No_acropore_massive",
33
+ "20": "No_acropore_solitary",
34
+ "21": "No_acropore_sub_massive",
35
+ "22": "Rock",
36
+ "23": "Rubble",
37
+ "24": "Sand",
38
+ "25": "Sea_cucumber",
39
+ "26": "Sea_urchins",
40
+ "27": "Sponge",
41
+ "28": "Syringodium_isoetifolium",
42
+ "29": "Thalassodendron_ciliatum",
43
+ "30": "Useless"
44
+ },
45
+ "image_size": 518,
46
+ "initializer_range": 0.02,
47
+ "label2id": {
48
+ "Acropore_branched": 0,
49
+ "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,
53
+ "Algae_drawn_up": 5,
54
+ "Algae_limestone": 6,
55
+ "Algae_sodding": 7,
56
+ "Atra/Leucospilota": 8,
57
+ "Bleached_coral": 9,
58
+ "Blurred": 10,
59
+ "Dead_coral": 11,
60
+ "Fish": 12,
61
+ "Homo_sapiens": 13,
62
+ "Human_object": 14,
63
+ "Living_coral": 15,
64
+ "Millepore": 16,
65
+ "No_acropore_encrusting": 17,
66
+ "No_acropore_foliaceous": 18,
67
+ "No_acropore_massive": 19,
68
+ "No_acropore_solitary": 20,
69
+ "No_acropore_sub_massive": 21,
70
+ "Rock": 22,
71
+ "Rubble": 23,
72
+ "Sand": 24,
73
+ "Sea_cucumber": 25,
74
+ "Sea_urchins": 26,
75
+ "Sponge": 27,
76
+ "Syringodium_isoetifolium": 28,
77
+ "Thalassodendron_ciliatum": 29,
78
+ "Useless": 30
79
+ },
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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": 16,
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+ "num_channels": 3,
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+ "num_hidden_layers": 24,
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+ "out_features": [
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+ "stage24"
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+ ],
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+ "out_indices": [
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+ 24
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+ ],
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+ "patch_size": 14,
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+ "problem_type": "multi_label_classification",
95
+ "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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+ "stage13",
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+ "stage14",
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+ "stage15",
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+ "stage16",
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+ "stage17",
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+ "stage18",
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+ "stage19",
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+ "stage20",
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+ "stage21",
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+ "stage22",
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+ "stage23",
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+ "stage24"
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+ ],
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.44.2",
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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": 1.029303722975925,
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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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+ }