Llama Factory

orchestra-research/ai-research-skills/03-fine-tuning/llama-factory

作者 orchestra-research773a52944ba4MIT13K 個星標收錄於 2026年10月8日更新於 2026年10月8日儲存庫3 個月前更新

Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support

僅含說明AI & Agents
AI 產生的概覽

提供使用 LLaMA-Factory 微調大型語言模型的參考文件,涵蓋 WebUI、QLoRA 與多模態支援。

功能
此技能為使用 LLaMA-Factory 微調大型語言模型提供指引與參考資料。它指向隨附的文件檔案,涵蓋入門、進階、圖像及其他主題,並建議在需要詳細資訊時閱讀這些檔案。此技能僅包含說明,不含指令碼,其快速參考部分目前為預留內容。
適用情境
適用於使用 LLaMA-Factory、詢問其功能或 API、實作或偵錯 LLaMA-Factory 方案,或學習其最佳實務的情境。它面向 LoRA、QLoRA 等微調工作流程,而非一般模型服務。
執行需求
不包含指令碼,僅為文件。所列相依項目為 llmtuner、torch、transformers、datasets、peft、accelerate 和 gradio,實際執行 LLaMA-Factory 微調時需要這些項目。

Llama-Factory Skill

Comprehensive assistance with llama-factory development, generated from official documentation.

When to Use This Skill

This skill should be triggered when:

  • Working with llama-factory
  • Asking about llama-factory features or APIs
  • Implementing llama-factory solutions
  • Debugging llama-factory code
  • Learning llama-factory best practices

Quick Reference

Common Patterns

Quick reference patterns will be added as you use the skill.

Reference Files

This skill includes comprehensive documentation in references/:

  • _images.md - Images documentation
  • advanced.md - Advanced documentation
  • getting_started.md - Getting Started documentation
  • other.md - Other documentation

Use view to read specific reference files when detailed information is needed.

Working with This Skill

For Beginners

Start with the getting_started or tutorials reference files for foundational concepts.

For Specific Features

Use the appropriate category reference file (api, guides, etc.) for detailed information.

For Code Examples

The quick reference section above contains common patterns extracted from the official docs.

Resources

references/

Organized documentation extracted from official sources. These files contain:

  • Detailed explanations
  • Code examples with language annotations
  • Links to original documentation
  • Table of contents for quick navigation

scripts/

Add helper scripts here for common automation tasks.

assets/

Add templates, boilerplate, or example projects here.

Notes

  • This skill was automatically generated from official documentation
  • Reference files preserve the structure and examples from source docs
  • Code examples include language detection for better syntax highlighting
  • Quick reference patterns are extracted from common usage examples in the docs

Updating

To refresh this skill with updated documentation:

  1. Re-run the scraper with the same configuration
  2. The skill will be rebuilt with the latest information

來源與署名

來源:orchestra-research/ai-research-skills位於03-fine-tuning/llama-factory提交773a529

授權條款: MIT

內容歸原作者所有。SourceWeft 從公開儲存庫中收錄這些內容。

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