End of training
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- model.safetensors +1 -1
- 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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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_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-
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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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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs:
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### Framework versions
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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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- Loss: 0.8183
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- Accuracy: 0.8340
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- F1: 0.8221
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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-05
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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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- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_steps: 500
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- num_epochs: 7
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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|:-------------:|:------:|:----:|:---------------:|:--------:|:------:|
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| 0.6545 | 0.4274 | 100 | 0.9149 | 0.8233 | 0.8041 |
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| 0.6313 | 0.8547 | 200 | 0.9024 | 0.8276 | 0.8085 |
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| 0.5714 | 1.2821 | 300 | 0.9112 | 0.8223 | 0.8067 |
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| 0.5408 | 1.7094 | 400 | 0.8816 | 0.8298 | 0.8093 |
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| 0.482 | 2.1368 | 500 | 0.9015 | 0.8244 | 0.8081 |
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| 0.4546 | 2.5641 | 600 | 0.8779 | 0.8287 | 0.8180 |
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| 0.4718 | 2.9915 | 700 | 0.8879 | 0.8212 | 0.8056 |
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| 0.4302 | 3.4188 | 800 | 0.8562 | 0.8276 | 0.8155 |
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| 0.5039 | 3.8462 | 900 | 0.8382 | 0.8330 | 0.8226 |
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| 0.4644 | 4.2735 | 1000 | 0.8455 | 0.8308 | 0.8200 |
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| 0.4411 | 4.7009 | 1100 | 0.8461 | 0.8308 | 0.8228 |
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| 0.4007 | 5.1282 | 1200 | 0.8304 | 0.8308 | 0.8200 |
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| 0.4023 | 5.5556 | 1300 | 0.8370 | 0.8330 | 0.8242 |
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| 0.3756 | 5.9829 | 1400 | 0.8193 | 0.8405 | 0.8286 |
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| 0.3592 | 6.4103 | 1500 | 0.8185 | 0.8394 | 0.8282 |
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| 0.3429 | 6.8376 | 1600 | 0.8183 | 0.8340 | 0.8221 |
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### Framework versions
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model.safetensors
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training_args.bin
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