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medicare-gpt2-large
PFcoding/medicare-gpt2-large
medicare-gpt2-large is a text generation model from PFcoding. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- mit
- Model type
- gpt2
- Access
- Public
- Created
- May 31, 2023
- Updated
- Jul 31, 2023
- SHA
- e4d1d391
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Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
medicare-gpt2-large
This model is a fine-tuned version of gpt2 on the pubmed-summarization dataset. It achieves the following results on the evaluation set:
- Loss: 2.6383
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0005
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 256
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 1000
- num_epochs: 1
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 5.9036 | 0.08 | 500 | 4.2296 |
| 3.7554 | 0.16 | 1000 | 3.3542 |
| 3.2457 | 0.23 | 1500 | 3.0897 |
| 3.065 | 0.31 | 2000 | 2.9694 |
| 2.966 | 0.39 | 2500 | 2.8919 |
| 2.8912 | 0.47 | 3000 | 2.8305 |
| 2.8345 | 0.55 | 3500 | 2.7817 |
| 2.7818 | 0.62 | 4000 | 2.7378 |
| 2.7391 | 0.7 | 4500 | 2.7001 |
| 2.7052 | 0.78 | 5000 | 2.6689 |
| 2.6769 | 0.86 | 5500 | 2.6486 |
| 2.6599 | 0.94 | 6000 | 2.6383 |
Framework versions
- Transformers 4.28.0
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
Test input samples
diabetes is caused by
- Task
- Text Generation
- Library
- transformers
- Type
- gpt2
- License
- mit
- Created
- May 31, 2023
- Updated
- Jul 31, 2023