End of training
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README.md
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---
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license: cc-by-nc-sa-4.0
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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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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: layoutlmv3-funsd
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# layoutlmv3-funsd
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This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8190
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- Precision: 0.8973
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- Recall: 0.9111
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- F1: 0.9041
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- Accuracy: 0.8473
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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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: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- training_steps: 1000
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| No log | 5.26 | 100 | 0.5958 | 0.8295 | 0.8723 | 0.8504 | 0.8178 |
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| No log | 10.53 | 200 | 0.6181 | 0.8505 | 0.8932 | 0.8713 | 0.8241 |
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| No log | 15.79 | 300 | 0.6992 | 0.8841 | 0.9021 | 0.8930 | 0.8470 |
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| No log | 21.05 | 400 | 0.8182 | 0.8931 | 0.9006 | 0.8969 | 0.8328 |
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| 0.3071 | 26.32 | 500 | 0.8190 | 0.8973 | 0.9111 | 0.9041 | 0.8473 |
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| 0.3071 | 31.58 | 600 | 0.9001 | 0.8812 | 0.9061 | 0.8935 | 0.8326 |
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| 0.3071 | 36.84 | 700 | 0.9112 | 0.8958 | 0.9101 | 0.9029 | 0.8435 |
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| 0.3071 | 42.11 | 800 | 0.9196 | 0.8951 | 0.9026 | 0.8988 | 0.8408 |
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| 0.3071 | 47.37 | 900 | 0.9256 | 0.8990 | 0.9061 | 0.9025 | 0.8454 |
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| 0.0245 | 52.63 | 1000 | 0.9584 | 0.8962 | 0.9046 | 0.9004 | 0.8431 |
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### Framework versions
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- Transformers 4.36.0
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- Pytorch 2.0.0
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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logs/events.out.tfevents.1704302211.da8a9f822ab1.26.0
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logs/events.out.tfevents.1704304336.da8a9f822ab1.26.1
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model.safetensors
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preprocessor_config.json
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{
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training_args.bin
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