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peft-starcoder-lora-a100
gauravsirola/peft-starcoder-lora-a100
peft-starcoder-lora-a100 is a machine learning model from gauravsirola. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as bigcode-openrail-m.
should probably proofread and complete it, then remove this comment. --
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Public
Updated Apr 4, 2024
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At a glance
- License
- bigcode-openrail-m
- Access
- Public
- Created
- Apr 4, 2024
- Updated
- Apr 4, 2024
- SHA
- 1b0e6043
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. -->
peft-starcoder-lora-a100
This model is a fine-tuned version of bigcode/starcoderbase-1b on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 6.6613
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: 1
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 30
- training_steps: 2000
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 5.6431 | 0.05 | 100 | 6.9272 |
| 5.7486 | 0.1 | 200 | 7.0303 |
| 5.452 | 0.15 | 300 | 6.8401 |
| 5.5812 | 0.2 | 400 | 6.9055 |
| 5.9 | 0.25 | 500 | 6.9231 |
| 5.3105 | 0.3 | 600 | 6.8938 |
| 5.792 | 0.35 | 700 | 6.6707 |
| 6.0344 | 0.4 | 800 | 6.7873 |
| 5.4302 | 0.45 | 900 | 6.9783 |
| 5.9707 | 0.5 | 1000 | 6.8064 |
| 5.9979 | 0.55 | 1100 | 6.6769 |
| 5.4383 | 0.6 | 1200 | 6.7186 |
| 5.8372 | 0.65 | 1300 | 6.8070 |
| 6.0431 | 0.7 | 1400 | 6.6933 |
| 5.2884 | 0.75 | 1500 | 6.7594 |
| 5.8948 | 0.8 | 1600 | 6.7177 |
| 5.9268 | 0.85 | 1700 | 6.6410 |
| 5.1566 | 0.9 | 1800 | 6.6744 |
| 5.803 | 0.95 | 1900 | 6.6598 |
| 5.6748 | 1.0 | 2000 | 6.6613 |
Framework versions
- Transformers 4.35.0
- Pytorch 2.0.1+cu117
- Datasets 2.18.0
- Tokenizers 0.14.1
- License
- bigcode-openrail-m
- Created
- Apr 4, 2024
- Updated
- Apr 4, 2024