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Kamoulox-large-2024_10_31-batch-size64_freeze_monolabel

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dinov2
multilabel-image-classification
multilabel
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  1. config.json +126 -110
config.json CHANGED
@@ -1,111 +1,127 @@
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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": "ALGAE",
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- "1": "Acr",
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- "2": "Acr_Br",
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- "3": "Anem",
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- "4": "CCA",
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- "5": "Ech",
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- "6": "Fts",
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- "7": "Gal",
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- "8": "Gon",
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- "9": "Mtp",
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- "10": "P",
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- "11": "Poc",
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- "12": "Por",
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- "13": "R",
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- "14": "RDC",
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- "15": "S",
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- "16": "SG",
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- "17": "Sarg",
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- "18": "Ser",
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- "19": "Slt",
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- "20": "Sp",
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- "21": "Turf",
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- "22": "UNK"
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- },
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- "image_size": 128,
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- "initializer_range": 0.02,
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- "label2id": {
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- "ALGAE": 0,
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- "Acr": 1,
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- "Acr_Br": 2,
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- "Anem": 3,
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- "CCA": 4,
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- "Ech": 5,
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- "Fts": 6,
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- "Gal": 7,
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- "Gon": 8,
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- "Mtp": 9,
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- "P": 10,
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- "Poc": 11,
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- "Por": 12,
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- "R": 13,
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- "RDC": 14,
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- "S": 15,
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- "SG": 16,
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- "Sarg": 17,
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- "Ser": 18,
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- "Slt": 19,
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- "Sp": 20,
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- "Turf": 21,
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- "UNK": 22
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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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- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  {
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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": "ALGAE",
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+ "1": "Acr",
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+ "2": "Acr_Br",
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+ "3": "Anem",
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+ "4": "CCA",
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+ "5": "Ech",
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+ "6": "Fts",
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+ "7": "Gal",
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+ "8": "Gon",
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+ "9": "Mtp",
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+ "10": "P",
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+ "11": "Poc",
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+ "12": "Por",
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+ "13": "R",
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+ "14": "RDC",
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+ "15": "S",
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+ "16": "SG",
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+ "17": "Sarg",
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+ "18": "Ser",
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+ "19": "Slt",
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+ "20": "Sp",
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+ "21": "Turf",
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+ "22": "UNK"
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+ },
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+ "image_size": 128,
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+ "initializer_range": 0.02,
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+ "label2id": {
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+ "ALGAE": 0,
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+ "Acr": 1,
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+ "Acr_Br": 2,
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+ "Anem": 3,
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+ "CCA": 4,
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+ "Gon": 8,
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+ "Mtp": 9,
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+ "Poc": 11,
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+ "R": 13,
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+ "RDC": 14,
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+ "S": 15,
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+ "SG": 16,
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+ "Ser": 18,
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+ "Slt": 19,
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+ "Sp": 20,
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+ "Turf": 21,
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+ "UNK": 22
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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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+ "initial_learning_rate": 0.001,
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+ "train_batch_size": 64,
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+ "eval_batch_size": 64,
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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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+ }