End of training
Browse files- README.md +9 -30
- config.json +2 -6
- model.safetensors +2 -2
- training_args.bin +1 -1
README.md
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base_model: microsoft/layoutlmv3-base
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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- f1
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model-index:
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- name: layoutlmv3_document_classification
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results: []
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This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on the None dataset.
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It achieves the following results on the evaluation set:
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate:
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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| 0.9913 | 0.5587 | 100 | 1.2412 | 0.7790 | 0.7459 |
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| 0.9127 | 1.1173 | 200 | 1.2323 | 0.7804 | 0.7466 |
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| 0.9307 | 1.6760 | 300 | 1.2167 | 0.7874 | 0.7550 |
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| 0.8986 | 2.2346 | 400 | 1.2004 | 0.7888 | 0.7585 |
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| 0.8744 | 2.7933 | 500 | 1.1751 | 0.7860 | 0.7572 |
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| 0.7765 | 3.3520 | 600 | 1.1382 | 0.7874 | 0.7584 |
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| 0.7695 | 3.9106 | 700 | 1.1275 | 0.7930 | 0.7642 |
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| 0.7158 | 4.4693 | 800 | 1.0994 | 0.8056 | 0.7788 |
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| 0.7015 | 5.0279 | 900 | 1.0844 | 0.7902 | 0.7619 |
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| 0.6286 | 5.5866 | 1000 | 1.0828 | 0.8014 | 0.7728 |
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| 0.693 | 6.1453 | 1100 | 1.0715 | 0.8042 | 0.7768 |
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| 0.6291 | 6.7039 | 1200 | 1.0549 | 0.8070 | 0.7822 |
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| 0.6422 | 7.2626 | 1300 | 1.0502 | 0.8168 | 0.7924 |
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| 0.609 | 7.8212 | 1400 | 1.0368 | 0.8084 | 0.7828 |
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| 0.6022 | 8.3799 | 1500 | 1.0407 | 0.8098 | 0.7824 |
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| 0.5783 | 8.9385 | 1600 | 1.0343 | 0.8112 | 0.7843 |
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| 0.5635 | 9.4972 | 1700 | 1.0329 | 0.8070 | 0.7806 |
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### Framework versions
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- Transformers 4.47.1
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base_model: microsoft/layoutlmv3-base
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tags:
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- generated_from_trainer
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model-index:
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- name: layoutlmv3_document_classification
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results: []
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This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on the None dataset.
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It achieves the following results on the evaluation set:
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- eval_loss: 0.8069
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- eval_accuracy: 0.8405
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- eval_f1: 0.8282
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- eval_runtime: 43.399
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- eval_samples_per_second: 21.521
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- eval_steps_per_second: 1.359
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- epoch: 4.7009
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- step: 1100
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## Model description
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 1e-06
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 10
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### Framework versions
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- Transformers 4.47.1
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config.json
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"86": "LABEL_86",
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"87": "LABEL_87",
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"88": "LABEL_88",
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"89": "LABEL_89"
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"90": "LABEL_90",
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"91": "LABEL_91"
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},
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"initializer_range": 0.02,
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"input_size": 224,
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"LABEL_87": 87,
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"LABEL_88": 88,
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"LABEL_89": 89,
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"LABEL_9": 9
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"LABEL_90": 90,
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"LABEL_91": 91
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},
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"layer_norm_eps": 1e-05,
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"max_2d_position_embeddings": 1024,
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"86": "LABEL_86",
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"87": "LABEL_87",
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"88": "LABEL_88",
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"89": "LABEL_89"
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},
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"initializer_range": 0.02,
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"input_size": 224,
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"LABEL_87": 87,
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"LABEL_88": 88,
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"LABEL_89": 89,
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"LABEL_9": 9
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},
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"layer_norm_eps": 1e-05,
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"max_2d_position_embeddings": 1024,
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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size 503973440
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 5304
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