LLaMA-Factory
Fine-tune 100+ models with a UI
Fine-tuningFine-tuning toolkitApache-2.0Runs locallyPythonIntermediate
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What is LLaMA-Factory?
LLaMA-Factory is a unified toolkit for fine-tuning over a hundred model families, with both a command line and a web UI for no-code training.
Why people choose LLaMA-Factory
- Supports 100+ model families
- Web UI for no-code fine-tuning
- Many methods: LoRA, QLoRA, full, DPO
LLaMA-Factory at a glance
| Category | Fine-tuning |
| Type | Fine-tuning toolkit |
| License | Apache-2.0 |
| Runs locally | Yes |
| Built with | Python |
| Skill level | Intermediate |
| Best for | people who want fine-tuning with a UI |
Latest releases
Open-source alternatives to LLaMA-Factory
Other open-source fine-tuning tools worth comparing:
UnslothFine-tune LLMs 2x faster on one GPU
AxolotlConfig-driven fine-tuning for many models
PEFTLoRA and friends from Hugging FaceTRLAlign LLMs (SFT, DPO, PPO)
TorchtunePyTorch-native post-training, hackable recipes
Llama CookbookOfficial recipes to fine-tune Llama
ms-swiftFine-tune 500+ LLMs and VLMsLLaMA-Factory head-to-head
LLaMA-Factory vs UnslothLLaMA-Factory vs AxolotlLLaMA-Factory vs PEFTLLaMA-Factory vs TRLLLaMA-Factory vs TorchtuneLLaMA-Factory vs Llama CookbookLLaMA-Factory vs ms-swift
FAQ
Is LLaMA-Factory free?
LLaMA-Factory is free and open-source (Apache-2.0 license), so you can use, self-host and modify it at no cost.
Can I run LLaMA-Factory locally?
Yes. LLaMA-Factory is designed to run on your own machine or server, keeping your data private.
What is the best alternative to LLaMA-Factory?
Popular open-source alternatives include Unsloth, Axolotl, PEFT. See the comparisons above to choose.
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