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@@ -55,28 +55,3 @@ TBD.
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  You can find the experiment on W&B at [this address](https://wandb.ai/mlabonne/DPO/runs/vxnmq24z/workspace?nw=nwusermlabonne).
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/zm71HyZiG96YY1GUtpfHq.png)
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-
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- ## 💻 Usage
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-
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- ```python
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- !pip install -qU transformers accelerate
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-
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- from transformers import AutoTokenizer
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- import transformers
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- import torch
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-
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- model = "mlabonne/OrpoLlama-3-8B"
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- messages = [{"role": "user", "content": "What is a large language model?"}]
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-
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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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- )
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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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  You can find the experiment on W&B at [this address](https://wandb.ai/mlabonne/DPO/runs/vxnmq24z/workspace?nw=nwusermlabonne).
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/61b8e2ba285851687028d395/zm71HyZiG96YY1GUtpfHq.png)