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We provide diverse examples about fine-tuning LLMs.
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Make sure to execute these commands in the `LLaMA-Factory` directory.
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## Table of Contents
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- [LoRA Fine-Tuning on A Single GPU](#lora-fine-tuning-on-a-single-gpu)
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- [QLoRA Fine-Tuning on a Single GPU](#qlora-fine-tuning-on-a-single-gpu)
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- [LoRA Fine-Tuning on Multiple GPUs](#lora-fine-tuning-on-multiple-gpus)
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- [Full-Parameter Fine-Tuning on Multiple GPUs](#full-parameter-fine-tuning-on-multiple-gpus)
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- [Merging LoRA Adapters and Quantization](#merging-lora-adapters-and-quantization)
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- [Inferring LoRA Fine-Tuned Models](#inferring-lora-fine-tuned-models)
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- [Extras](#extras)
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## Examples
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### LoRA Fine-Tuning on A Single GPU
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#### (Continuous) Pre-Training
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我们提供了多样化的大模型微调示例脚本。
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请确保在 `LLaMA-Factory` 目录下执行下述命令。
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## 目录
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- [单 GPU LoRA 微调](#单-gpu-lora-微调)
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- [单 GPU QLoRA 微调](#单-gpu-qlora-微调)
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- [多 GPU LoRA 微调](#多-gpu-lora-微调)
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- [多 GPU 全参数微调](#多-gpu-全参数微调)
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- [合并 LoRA 适配器与模型量化](#合并-lora-适配器与模型量化)
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- [推理 LoRA 模型](#推理-lora-模型)
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- [杂项](#杂项)
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## 示例
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### 单 GPU LoRA 微调
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#### (增量)预训练
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