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README.md
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- togethercomputer/LLaMA-2-7B-32K
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# Llamoe-test
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Llamoe-test is a Mixure of Experts (MoE) made with the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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* [meta-llama/Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf)
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* [syzymon/long_llama_code_7b_instruct](https://huggingface.co/syzymon/long_llama_code_7b_instruct)
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* [georgesung/llama2_7b_chat_uncensored](https://huggingface.co/georgesung/llama2_7b_chat_uncensored)
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* [togethercomputer/LLaMA-2-7B-32K](https://huggingface.co/togethercomputer/LLaMA-2-7B-32K)
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## 🧩 Configuration
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```yaml
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base_model: meta-llama/Llama-2-7b-chat-hf
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gate_mode: random
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dtype: bfloat16
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experts_per_token: 2
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experts:
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- source_model: meta-llama/Llama-2-7b-hf
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positive_prompts:
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- "should be able to converse properly"
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negative_prompts:
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- "Uncensored in my opinion"
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- source_model: syzymon/long_llama_code_7b_instruct
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positive_prompts:
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- "Perform pretty well in coding question"
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negative_prompts:
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- "Is quite bad in C++"
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- source_model: georgesung/llama2_7b_chat_uncensored
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positive_prompts:
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- "Uncensored"
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negative_prompts:
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- "really bad in high school grade math and science"
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- source_model: togethercomputer/LLaMA-2-7B-32K
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positive_prompts:
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- "really good in long context question answering"
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negative_prompts:
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- "incorrect or biased content"
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```
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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 = "damerajee/Llamoe-test"
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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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```
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- togethercomputer/LLaMA-2-7B-32K
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