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license: "apache-2.0" |
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--- |
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*This model was trained as part of a series of experiments testing the performance of pure DPO vs SFT vs ORPO, all supported by Unsloth/Huggingface TRL.* |
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Note: This model failed to train because the LR was too high (stopped early at 300 steps). Do not use! |
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**Benchmarks** |
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Average 29.55 |
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ARC 29.52 |
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HellaSwag 25.9 |
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MMLU 23.12 |
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TruthfulQA 48.27 |
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WinograndeGSM8K 50.51 |
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GSM8K 0 |
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**Training Details** |
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Duration: ~3 hours on one Kaggle T4 with Unsloth |
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Model: https://huggingface.co/unsloth/mistral-7b-v0.2-bnb-4bit |
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Dataset: https://huggingface.co/datasets/argilla/dpo-mix-7k |
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Rank: 8 |
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Alpha: 16 |
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Learning rate: 5e-4 |
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Beta: 0.1 |
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Batch size: 8 |
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Epochs: 1 |
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Learning rate scheduler: Linear |
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Prompt Format: ChatML |
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``` |
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<|im_start|>system |
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You are a helpful assistant.<|im_end|> |
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<|im_start|>user |
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Why is the sky blue?<|im_end|> |
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<|im_start|>assistant |
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``` |
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**WanDB Reports** |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/65a5c0e82823ba72ed2cee7d/hICdKQjk2mkRODyhyUfVV.png) |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/65a5c0e82823ba72ed2cee7d/CZobUkPWirguxOoE_hll0.png) |
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[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth) |