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DiwasDiwas/t5-small-MedicoSummarizer
Browse files- README.md +35 -8
- all_results.json +9 -9
- model.safetensors +2 -2
- runs/Dec11_23-40-51_b90ba2bbe6f9/events.out.tfevents.1702338060.b90ba2bbe6f9.525.0 +3 -0
- runs/Dec11_23-40-51_b90ba2bbe6f9/events.out.tfevents.1702345311.b90ba2bbe6f9.525.1 +3 -0
- special_tokens_map.json +3 -21
- tokenizer_config.json +0 -4
- training_args.bin +2 -2
README.md
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---
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tags:
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model-index:
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- name: t5-small-MedicoSummarizer
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results: []
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---
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<!-- This model card has been generated automatically according to the information
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# t5-small-MedicoSummarizer
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This model
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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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### Training results
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### Framework versions
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- Transformers 4.35.2
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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---
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license: apache-2.0
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base_model: t5-small
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tags:
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- generated_from_trainer
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metrics:
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- rouge
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model-index:
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- name: t5-small-MedicoSummarizer
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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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# t5-small-MedicoSummarizer
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This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 2.9721
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- Rouge1: 0.3222
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- Rouge2: 0.0728
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- Rougel: 0.1933
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- Rougelsum: 0.1932
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- Gen Len: 122.633
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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: 2e-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: 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: 10
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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 | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:-------:|
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| 3.4732 | 1.0 | 625 | 3.1206 | 0.295 | 0.0629 | 0.1743 | 0.1743 | 117.058 |
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| 3.2979 | 2.0 | 1250 | 3.0677 | 0.3031 | 0.0677 | 0.1821 | 0.1821 | 116.531 |
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| 3.2329 | 3.0 | 1875 | 3.0342 | 0.31 | 0.0696 | 0.1862 | 0.1861 | 119.239 |
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| 3.1848 | 4.0 | 2500 | 3.0100 | 0.3122 | 0.0699 | 0.186 | 0.1858 | 119.044 |
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| 3.1689 | 5.0 | 3125 | 2.9970 | 0.3188 | 0.0713 | 0.1908 | 0.1907 | 122.084 |
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| 3.153 | 6.0 | 3750 | 2.9855 | 0.3187 | 0.0703 | 0.1927 | 0.1926 | 122.33 |
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| 3.1564 | 7.0 | 4375 | 2.9801 | 0.32 | 0.0706 | 0.1929 | 0.1928 | 122.479 |
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| 3.136 | 8.0 | 5000 | 2.9747 | 0.3228 | 0.0727 | 0.1936 | 0.1935 | 122.804 |
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| 3.1248 | 9.0 | 5625 | 2.9726 | 0.321 | 0.0721 | 0.1926 | 0.1925 | 122.685 |
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| 3.1309 | 10.0 | 6250 | 2.9721 | 0.3222 | 0.0728 | 0.1933 | 0.1932 | 122.633 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu118
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- Datasets 2.15.0
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- Tokenizers 0.15.0
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all_results.json
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{
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"epoch": 10.0,
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"eval_gen_len": 122.
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"eval_loss": 2.972090721130371,
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"eval_rouge1": 0.3222,
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"eval_rouge2": 0.0728,
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"eval_rougeL": 0.1933,
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"eval_rougeLsum": 0.1932,
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"eval_runtime": 169.7847,
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"eval_samples_per_second": 5.89,
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"eval_steps_per_second": 0.371
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}
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tokenizer_config.json
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