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--- |
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license: apache-2.0 |
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tags: |
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- moe |
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- mixtral |
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language: |
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- ar |
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- en |
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- fr |
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- es |
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- de |
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- hi |
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- id |
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- zh |
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--- |
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# Multirial |
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MultiRial is the first ever multilingual Mixture of experts model. |
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* [fblgit/UNA-TheBeagle-7b-v1](https://huggingface.co./fblgit/UNA-TheBeagle-7b-v1) |
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* [openchat/openchat-3.5-0106](https://huggingface.co./openchat/openchat-3.5-0106) |
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* [azale-ai/Starstreak-7b-beta](https://huggingface.co./azale-ai/Starstreak-7b-beta) |
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* [gagan3012/Mistral_arabic_dpo](https://huggingface.co./gagan3012/Mistral_arabic_dpo) |
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* [davidkim205/komt-mistral-7b-v1](https://huggingface.co./davidkim205/komt-mistral-7b-v1) |
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* [OpenBuddy/openbuddy-zephyr-7b-v14.1](https://huggingface.co./OpenBuddy/openbuddy-zephyr-7b-v14.1) |
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* [manishiitg/open-aditi-hi-v1](https://huggingface.co./manishiitg/open-aditi-hi-v1) |
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* [VAGOsolutions/SauerkrautLM-7b-v1-mistral](https://huggingface.co./VAGOsolutions/SauerkrautLM-7b-v1-mistral) |
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## 💻 Usage |
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```python |
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!pip install -qU transformers bitsandbytes accelerate |
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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 = "gagan3012/Multirial" |
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tokenizer = AutoTokenizer.from_pretrained(model) |
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pipeline = transformers.pipeline( |
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"text-generation", |
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model=model, |
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model_kwargs={"torch_dtype": torch.float16, "load_in_4bit": True}, |
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) |
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messages = [{"role": "user", "content": "Explain what a Mixture of Experts is in less than 100 words."}] |
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prompt = pipeline.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) |
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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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``` |
