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5348891
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Parent(s):
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Upload config.json
Browse files- config.json +104 -88
config.json
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{
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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_tabular",
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"3": "Algae",
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"4": "Dead_coral",
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"5": "Millepore",
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"6": "No_acropore_encrusting",
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"7": "No_acropore_massive",
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"8": "No_acropore_sub_massive",
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"9": "Rock",
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"10": "Rubble",
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"11": "Sand"
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},
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"image_size": 164,
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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_tabular": 2,
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"Algae": 3,
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"Dead_coral": 4,
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"Millepore": 5,
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"No_acropore_encrusting": 6,
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"No_acropore_massive": 7,
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"No_acropore_sub_massive": 8,
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"Rock": 9,
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"Rubble": 10,
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"Sand": 11
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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": "4.41.0",
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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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}
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