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End of training
Browse files- README.md +81 -0
- logs/events.out.tfevents.1699643428.3a2d45a3c8af.873.0 +3 -0
- logs/events.out.tfevents.1699643863.3a2d45a3c8af.873.1 +3 -0
- merges.txt +0 -0
- model.safetensors +1 -1
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- vocab.json +0 -0
README.md
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---
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license: mit
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base_model: roberta-base
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tags:
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- generated_from_trainer
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datasets:
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- ag_news
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metrics:
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- accuracy
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model-index:
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- name: roberta-base_ag_news
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: ag_news
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type: ag_news
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config: default
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split: test
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args: default
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.8957894736842106
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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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# roberta-base_ag_news
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This model is a fine-tuned version of [roberta-base](https://huggingface.co/roberta-base) on the ag_news dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4418
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- Accuracy: 0.8958
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- F1-score: 0.8952
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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: 5e-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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- lr_scheduler_warmup_steps: 500
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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1-score |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:--------:|
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| 0.4326 | 1.0 | 500 | 0.5287 | 0.8921 | 0.8914 |
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| 0.2381 | 2.0 | 1000 | 0.4418 | 0.8958 | 0.8952 |
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| 0.095 | 3.0 | 1500 | 0.5376 | 0.8937 | 0.8932 |
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| 0.1567 | 4.0 | 2000 | 0.4580 | 0.9084 | 0.9082 |
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| 0.1069 | 5.0 | 2500 | 0.4800 | 0.9132 | 0.9129 |
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### Framework versions
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- Transformers 4.35.0
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- Pytorch 2.1.0+cu118
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- Datasets 2.14.6
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- Tokenizers 0.14.1
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logs/events.out.tfevents.1699643428.3a2d45a3c8af.873.0
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size 45797
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logs/events.out.tfevents.1699643863.3a2d45a3c8af.873.1
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size 463
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"normalized": true,
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"special": true
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"normalized": true,
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"rstrip": false,
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"50264": {
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"rstrip": false,
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"single_word": false,
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"special": true
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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vocab.json
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