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modelsSep 13

Fine-tuning Llama 2 70B using PyTorch FSDP

The Hugging Face Transformers library now supports PyTorch FSDP for fine-tuning large models like Llama 2 70B. This integration enables efficient use of GPU memory during training, making it possible to fine-tune large models on a single machine. Builders can now optimize model performance and reduce memory usage. The approach has been shown to be effective in practice.

Key takeaways
  • PyTorch FSDP now supported in Hugging Face Transformers.
  • Enables fine-tuning of large models like Llama 2 70B on a single machine.
  • Reduces GPU memory usage during training.