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synthetic-LLM-finetune

Using this repository we aim to run experiments that test the fundamental limits of using synthetic data for aligning LLMs.

  • Is SFT enough?

  • When is RLHF (oneline DPO) using synthetic data strictly better?

  • When can we do better than SFT data?

  • What role does model size have to play here?

  • conda create -n syth-llm python==3.10

  • conda activate syth-llm

  • pip install -r requirements.txt

  • FLASH_ATTENTION_SKIP_CUDA_BUILD=TRUE pip install flash-attn --no-build-isolation

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