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End of training

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  1. README.md +68 -0
  2. generation_config.json +8 -0
  3. model.safetensors +1 -1
README.md ADDED
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+ ---
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+ base_model: vinai/bartpho-word-base
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: bartpho-word-base-ed-multi
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+ results: []
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+ ---
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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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+
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+ # bartpho-word-base-ed-multi
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+
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+ This model is a fine-tuned version of [vinai/bartpho-word-base](https://huggingface.co/vinai/bartpho-word-base) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.0119
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+ - F1 Micro: 0.7432
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+ - Recall Micro: 0.6664
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+ - Precision Micro: 0.8399
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+ - F1 Macro: 0.1835
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+ - Recall Macro: 0.1759
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+ - Precision Macro: 0.1941
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-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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+ - gradient_accumulation_steps: 4
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+ - total_train_batch_size: 32
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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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+ - num_epochs: 5
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | F1 Micro | Recall Micro | Precision Micro | F1 Macro | Recall Macro | Precision Macro |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:------------:|:---------------:|:--------:|:------------:|:---------------:|
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+ | No log | 1.0 | 373 | 0.0155 | 0.7319 | 0.6617 | 0.8189 | 0.1701 | 0.1761 | 0.1689 |
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+ | 0.0444 | 2.0 | 746 | 0.0124 | 0.7406 | 0.6612 | 0.8416 | 0.1673 | 0.1548 | 0.1917 |
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+ | 0.0132 | 3.0 | 1119 | 0.0124 | 0.7327 | 0.6526 | 0.8353 | 0.1799 | 0.1788 | 0.1882 |
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+ | 0.0132 | 4.0 | 1492 | 0.0121 | 0.7488 | 0.6870 | 0.8229 | 0.1763 | 0.1573 | 0.2042 |
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+ | 0.0103 | 5.0 | 1865 | 0.0119 | 0.7432 | 0.6664 | 0.8399 | 0.1835 | 0.1759 | 0.1941 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.41.2
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+ - Pytorch 2.3.0+cu121
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
generation_config.json ADDED
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+ {
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+ "bos_token_id": 0,
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+ "decoder_start_token_id": 2,
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+ "eos_token_id": 2,
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+ "forced_eos_token_id": 2,
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+ "pad_token_id": 1,
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+ "transformers_version": "4.41.2"
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+ }
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