Philipp Schmid • 9/20/2023

Fine-tune Falcon 180B with DeepSpeed ZeRO, LoRA and Flash Attention

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This article provides a detailed tutorial on fine-tuning the Falcon 180B open-source language model. It explains how to combine advanced techniques like DeepSpeed ZeRO (for memory optimization), LoRA (for parameter-efficient fine-tuning), and Flash Attention (for speed) using Hugging Face Transformers on a multi-GPU setup. The guide includes setup instructions, technology overviews, and practical steps for the training process.

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#large language models #Lora #Deepspeed
Fine-tune Falcon 180B with DeepSpeed ZeRO, LoRA and Flash Attention

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