21 lines
		
	
	
	
		
			1,003 B
		
	
	
	
		
			Markdown
		
	
	
	
	
	
			
		
		
	
	
			21 lines
		
	
	
	
		
			1,003 B
		
	
	
	
		
			Markdown
		
	
	
	
	
	
# Running LLM Finetuning using IPEX-LLM on Intel GPU
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This folder contains examples of running different training mode with IPEX-LLM on Intel GPU:
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- [LoRA](LoRA): examples of running LoRA finetuning
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- [QLoRA](QLoRA): examples of running QLoRA finetuning
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- [QA-LoRA](QA-LoRA): examples of running QA-LoRA finetuning
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- [ReLora](ReLora): examples of running ReLora finetuning
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- [DPO](DPO): examples of running DPO finetuning
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- [common](common): common templates and utility classes in finetuning examples
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- [HF-PEFT](HF-PEFT): run finetuning on Intel GPU using Hugging Face PEFT code without modification
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## Troubleshooting
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- If you fail to finetune on multi cards because of following error message:
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  ```bash
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  RuntimeError: oneCCL: comm_selector.cpp:57 create_comm_impl: EXCEPTION: ze_data was not initialized
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  ```
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  Please try `sudo apt install level-zero-dev` to fix it.
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- Please raise the system open file limit using `ulimit -n 1048576`. Otherwise, there may exist error `Too many open files`.
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