LlamaFactory vs ai-toolkit
LlamaFactory and ai-toolkit share 15 technologies: FastAPI, uvicorn, Gradio, matplotlib, einops, sentencepiece, transformers, accelerate, peft, safetensors, bitsandbytes, torchao, torchcodec, av, and Pydantic. Both are written in Python.
LinkedInWhat they share and what sets them apart
hiyouga
LlamaFactory
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
Python76kRead on November 9, 2026, at commit 28462f1What is LlamaFactory built with?Only in LlamaFactory
- aqlm
- eetq
- gptqmodel
hqq
ktransformers
- tiktoken
torchvision
triton-ascend
- vector-quantize-pytorch
- vocos
- torch
- datasets
trl
- badam
deepspeed
- vLLM
- fsdp-turbo
- liger-kernel
- ModelScope
- openmind
torchaudio
- adam-mini
- apollo-torch
- galore-torch
nltk
optimum
- rouge-chinese
sglang
- torchdata
- transformer-engine
- jsonschema-specifications
- referencing
swanlab
In common
ostris
ai-toolkit
The ultimate training toolkit for finetuning diffusion models
Python12.6kRead on November 10, 2026, at commit 4a7f285What is ai-toolkit built with?Only in ai-toolkit
- Hugging Face
- React
- Next.js
- SQLite
node-cache
- albucore
kornia
- lycoris-lora
- open-clip-torch
timm
- optimum-quanto
opencv-python
- controlnet-aux
albumentations
librosa
- lpips
- prodigyopt
- pytorch-fid
- invisible-watermark
mutagen
- Tailwind CSS
- classnames
- Headless UI
react-dropzone
@monaco-editor/react
- react-virtuoso
react-zoom-pan-pinch
- react-select
uplot
- Lucide
react-icons
- Prisma
yaml
Side by side
LlamaFactoryai-toolkit
SizeLines written by people and agents, without generated ones; code files, without tests.
LlamaFactory62,648 lines written194 code files
ai-toolkit204,162 lines written663 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
LlamaFactory1.6% of its commits signed by AIWith Gemini CLI, Claude Code, GitHub Copilot, and Cursor
ai-toolkit0.2% of its commits signed by AIWith Codex, Cursor, and Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
LlamaFactoryLast push November 9, 20262,772 commits75,956 stars
ai-toolkitLast push November 10, 20261,578 commits12,609 stars
TestsThe files that test the code, and the share of code files a test imports.
LlamaFactory62 test files38.1% of its code files have a test that imports them
ai-toolkit12 test files4.5% of its code files have a test that imports them
Frequently asked questions
Which is bigger, LlamaFactory or ai-toolkit?
ai-toolkit, with 204,162 lines written; LlamaFactory has 62,648.
The proof: ostris/ai-toolkit's code at commit 4a7f285
Which has more GitHub stars, LlamaFactory or ai-toolkit?
LlamaFactory, with 75,956 stars; ai-toolkit has 12,609.
The proof: hiyouga/LlamaFactory on GitHub
Which has more tests, LlamaFactory or ai-toolkit?
LlamaFactory, with 62 test files; ai-toolkit has 12.
Which was updated more recently, LlamaFactory or ai-toolkit?
ai-toolkit: its last push was on November 10, 2026, and LlamaFactory's on November 9, 2026.
The proof: ostris/ai-toolkit's commits on GitHub
Which has more commits signed by AI, LlamaFactory or ai-toolkit?
LlamaFactory: an AI signed 1.6% of its commits, with Gemini CLI, Claude Code, GitHub Copilot, and Cursor; in ai-toolkit, 0.2%.
The proof: the commits each tool signed in hiyouga/LlamaFactory
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