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  1. README.md +34 -0
  2. config.json +39 -0
  3. label_mapping.pt +3 -0
  4. model.safetensors +3 -0
  5. preprocessor_config.json +23 -0
README.md ADDED
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+
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+ # ViT(google/vit-base-patch16-224-in21k) finetuned on document classifaction task over DocLayNet-base dataset
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+
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+ ## Model description
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+
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+ ViT(google/vit-base-patch16-224-in21k) finetuned on document classification
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+
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+
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+
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+ ## Training data
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+ DocLayNet-base
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+ https://huggingface.co/datasets/pierreguillou/DocLayNet-base
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+
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+ ## Training procedure
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+
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+
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+ hyperparameters:
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+
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+ {
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+ 'batch_size': 64,
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+ 'num_epochs': 20,
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+ 'learning_rate': 1e-4,
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+ 'weight_decay': 0.05,
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+ 'warmup_ratio': 0.2,
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+ 'gradient_clip': 0.1,
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+ 'dropout_rate': 0.1,
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+ 'label_smoothing': 0.1
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+ 'optmizer': 'AdamW'
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+ }
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+ ## Evaluation results
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+ Test Loss: 0.8622, Test Acc: 81.36%
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+
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+ ## Usage
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+
config.json ADDED
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+ {
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+ "_name_or_path": "facebook/deit-base-distilled-patch16-224",
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+ "architectures": [
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+ "DeiTForImageClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.0,
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+ "encoder_stride": 16,
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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": "LABEL_0",
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+ "1": "LABEL_1",
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+ "2": "LABEL_2",
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+ "3": "LABEL_3",
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+ "5": "LABEL_5"
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+ },
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+ "image_size": 224,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "label2id": {
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+ "LABEL_0": 0,
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+ "LABEL_2": 2,
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+ "LABEL_3": 3,
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+ },
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+ "layer_norm_eps": 1e-12,
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+ "model_type": "deit",
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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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+ "patch_size": 16,
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+ "qkv_bias": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.47.1"
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+ }
label_mapping.pt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 1016
model.safetensors ADDED
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preprocessor_config.json ADDED
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+ {
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+ "image_mean": [
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+ "image_processor_type": "ViTImageProcessor",
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+ }