LlamaFactory vs models
LlamaFactory and models share 7 technologies: FastAPI, matplotlib, einops, sentencepiece, torchvision, torch, and nltk. 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)
Python75.9kRead on November 4, 2026, at commit 702005cWhat is LlamaFactory built with?Only in LlamaFactory
uvicorn
- Gradio
- tiktoken
triton-ascend
- transformers
- datasets
accelerate
trl
peft
deepspeed
safetensors
- liger-kernel
- ModelScope
torchaudio
- bitsandbytes
- torchdata
- torchcodec
av
- jsonschema-specifications
- referencing
- Pydantic
In common
- FastAPI
matplotlib
- einops
- sentencepiece
torchvision
- torch
nltk
tensorflow
models
Models and examples built with TensorFlow
Python77.6kRead on November 4, 2026, at commit 19f2877What is models built with?Only in models
Side by side
LlamaFactorymodels
SizeLines written by people and agents, without generated ones; code files, without tests.
LlamaFactory62,624 lines written194 code files
models644,066 lines written1,857 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
models0% of its commits signed by AI
ActivityFrom GitHub and its history, on the day SeeRepo read it.
LlamaFactoryLast push November 4, 20262,769 commits75,890 stars
modelsLast push November 2, 20268,558 commits77,633 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
models778 test files45.4% of its code files have a test that imports them
Frequently asked questions
Which is bigger, LlamaFactory or models?
models, with 644,066 lines written; LlamaFactory has 62,624.
The proof: tensorflow/models's code at commit 19f2877
Which has more GitHub stars, LlamaFactory or models?
models, with 77,633 stars; LlamaFactory has 75,890.
The proof: tensorflow/models on GitHub
Which has more tests, LlamaFactory or models?
models, with 778 test files; LlamaFactory has 62.
The proof: tensorflow/models's code at commit 19f2877
Which was updated more recently, LlamaFactory or models?
LlamaFactory: its last push was on November 4, 2026, and models's on November 2, 2026.
The proof: hiyouga/LlamaFactory's commits on GitHub
Which has more commits signed by AI, LlamaFactory or models?
LlamaFactory: an AI signed 1.6% of its commits, with Gemini CLI, Claude Code, GitHub Copilot, and Cursor.
The proof: the commits each tool signed in hiyouga/LlamaFactory
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