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--- |
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license: apache-2.0 |
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tags: |
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- merge |
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- mergekit |
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- lazymergekit |
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- rhysjones/phi-2-orange |
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- cognitivecomputations/dolphin-2_6-phi-2 |
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- mrm8488/phi-2-coder |
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--- |
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π Buying me coffee is a direct way to show support for this project. |
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<a href="https://www.buymeacoffee.com/isotonic"><img src="https://www.buymeacoffee.com/assets/img/guidelines/download-assets-sm-1.svg" alt=""></a> |
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# Phizzle |
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Phizzle is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing): |
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* [rhysjones/phi-2-orange](https://huggingface.co/rhysjones/phi-2-orange) |
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* [cognitivecomputations/dolphin-2_6-phi-2](https://huggingface.co/cognitivecomputations/dolphin-2_6-phi-2) |
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* [mrm8488/phi-2-coder](https://huggingface.co/mrm8488/phi-2-coder) |
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## 𧩠Configuration |
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```yaml |
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models: |
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- model: rhysjones/phi-2-orange |
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parameters: |
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density: 0.5 |
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weight: 0.3 |
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- model: cognitivecomputations/dolphin-2_6-phi-2 |
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parameters: |
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density: 0.5 |
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weight: 0.3 |
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- model: mrm8488/phi-2-coder |
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parameters: |
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density: 0.5 |
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weight: 0.3 |
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merge_method: ties |
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base_model: rhysjones/phi-2-orange |
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parameters: |
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normalize: true |
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dtype: float16 |
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``` |
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## π» Usage |
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```python |
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!pip install -qU transformers accelerate einops |
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from transformers import AutoTokenizer |
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import transformers |
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import torch |
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model = "Isotonic/phizzle" |
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messages = [{"role": "user", "content": "What is a large language model?"}] |
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tokenizer = AutoTokenizer.from_pretrained(model) |
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
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pipeline = transformers.pipeline( |
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"text-generation", |
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model=model, |
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torch_dtype=torch.float16, |
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device_map="auto", |
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trust_remote_code=True |
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) |
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95) |
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print(outputs[0]["generated_text"]) |
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``` |
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## Evaluations |
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Evaluations done using mlabonne's usefull [Colab notebook llm-autoeval](https://github.com/mlabonne/llm-autoeval). |
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Also check out the alternative leaderboard at [Yet_Another_LLM_Leaderboard](https://huggingface.co/spaces/mlabonne/Yet_Another_LLM_Leaderboard) |
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[phizzle](https://huggingface.co/Isotonic/phizzle) - Yet to be benchmarked |
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| Model |AGIEval|GPT4All|TruthfulQA|Bigbench|Average| |
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|----------------------------------------------------------------|------:|------:|---------:|-------:|------:| |
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|[phi-2-orange](https://huggingface.co/rhysjones/phi-2-orange)| **33.37**| 71.33| 49.87| **37.3**| **47.97**| |
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|[phi-2-dpo](https://huggingface.co/lxuechen/phi-2-dpo)| 30.39| **71.68**| **50.75**| 34.9| 46.93| |
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|[dolphin-2_6-phi-2](https://huggingface.co/cognitivecomputations/dolphin-2_6-phi-2)| 33.12| 69.85| 47.39| 37.2| 46.89| |
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|[phi-2](https://huggingface.co/microsoft/phi-2)| 27.98| 70.8| 44.43| 35.21| 44.61| |
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