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ai-agent

LlamaFactory: Fine-Tune AI Models

Fine-tune 100+ AI models with LlamaFactory, for founders. 73k+ GitHub stars.
73,131 stars8,936 forksPythonQuality 8/10Updated 7/8/2026100% free ยท open source
What it does

LlamaFactory allows founders to fine-tune over 100 pre-trained AI models for their specific use cases, enabling more accurate and efficient AI-powered solutions.

Install / run
git clone https://github.com/hiyouga/LlamaFactory.git && cd LlamaFactory
When to use it
  • โ€ขWhen you need to adapt a pre-trained AI model to your specific industry or task
  • โ€ขWhen you want to improve the performance of an AI model on a custom dataset
  • โ€ขWhen you need to deploy AI models in a production environment with minimal expertise
Quick start
  1. 1Run `pip install -r requirements.txt` to install the necessary dependencies
  2. 2Modify the `config.json` file to specify the model and dataset you want to use
  3. 3Use the `[train.py](https://github.com/hiyouga/LlamaFactory/blob/main/train.py)` script to fine-tune the model, e.g. `python train.py --model_name t5-base --dataset your_dataset`
  4. 4Evaluate the fine-tuned model using the `evaluate.py` script, e.g. `python evaluate.py --model_name t5-base --dataset your_dataset`
  5. 5Deploy the fine-tuned model using the `deploy.py` script, e.g. `python deploy.py --model_name t5-base`
Ready-to-paste prompt
Fine-tune a T5-base model on your custom dataset with `python train.py --model_name t5-base --dataset your_dataset --batch_size 16 --epochs 5`
Heads up: Make sure you have the correct version of Python (>=3.8) and the necessary GPU resources to run the model fine-tuning process, as specified in the README
Saves to your device

Topics

agent
ai
deepseek
fine-tuning
gemma
gpt
instruction-tuning
large-language-models
llama
llama3
llm
lora
moe
nlp
peft
qlora
quantization
qwen
rlhf
transformers
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

13
top-level files
13
folders
13.4M
repo size
Apache-2.0
license
Key files
.pre-commit-config.yaml
README_zh.md
README.md
File tree
.ai/
.claude/
.github/
assets/
data/
docker/
docs/
examples/
requirements/
scripts/
src/
tests/
tests_v1/
.dockerignore
.env.local
.gitattributes
.gitignore
.pre-commit-config.yaml
CITATION.cff
CLAUDE.md
LICENSE
Makefile
MANIFEST.in
pyproject.toml
Quick Actions
Details
Creator
hiyouga
Language
Python
Category
ai-agent
Published
5/28/2023

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