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codeparrot-ds-v2
gavinqiangli/codeparrot-ds-v2
codeparrot-ds-v2 is a text generation model from gavinqiangli. 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 21, 2024
- Updated
- May 27, 2024
- SHA
- 7d490f4c
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Base models
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. -->
codeparrot-ds-v2
This model is trained from scratch from gpt2 on an python code dataset. It achieves the following results on the evaluation set:
- Loss: 1.0617
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 |
|---|---|---|---|
| 2.5649 | 0.0766 | 5000 | 1.7424 |
| 1.6811 | 0.1533 | 10000 | 1.5239 |
| 1.5331 | 0.2299 | 15000 | 1.4213 |
| 1.4544 | 0.3065 | 20000 | 1.3544 |
| 1.3946 | 0.3832 | 25000 | 1.3049 |
| 1.3434 | 0.4598 | 30000 | 1.2571 |
| 1.2978 | 0.5365 | 35000 | 1.2146 |
| 1.2515 | 0.6131 | 40000 | 1.1707 |
| 1.2106 | 0.6897 | 45000 | 1.1335 |
| 1.1728 | 0.7664 | 50000 | 1.1002 |
| 1.1457 | 0.8430 | 55000 | 1.0769 |
| 1.1243 | 0.9196 | 60000 | 1.0646 |
| 1.1169 | 0.9963 | 65000 | 1.0617 |
Framework versions
- Transformers 4.40.2
- Pytorch 2.2.1+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
- Task
- Text Generation
- Library
- transformers
- Type
- gpt2
- License
- mit
- Created
- May 21, 2024
- Updated
- May 27, 2024