Sana vs MiniCPM-V
Sana and MiniCPM-V share 17 technologies: webdataset, matplotlib, Gradio, sentencepiece, torchaudio, torch, torchvision, einops, transformers, timm, accelerate, peft, opencv-python, bitsandbytes, moviepy, imageio, and psutil. Both are written in Python.
LinkedInWhat they share and what sets them apart
NVlabs
Sana
SANA & Sol: Efficient Generative Models and Full-Stack Training & Inference Engines for Image, Video, and World Modeling
Python9.8kRead on November 14, 2026, at commit 27303b8What is Sana built with?Only in Sana
- lmdb
- Hugging Face
flash-linear-attention
- open-clip-torch
optimum
diffusers
- triton
mmcv
- xformers
- liger-kernel
- qwen-vl-utils
- beautifulsoup4
- bs4
spaces
In common
OpenBMB
MiniCPM-V
See, hear, and interact on your local devices.
Python27.1kRead on November 8, 2026, at commit 47e1fa7What is MiniCPM-V built with?Only in MiniCPM-V
- AIOHTTP
- FastAPI
uvicorn
- cycler
fonttools
sphinx-design
contourpy
seaborn
- Rich
- fairscale
- flash-attn
gradio-client
librosa
- onnxruntime
OpenAI- pycocotools
- sacrebleu
- scikit-learn
sentence-transformers
tokenizers
umap-learn
- vector-quantize-pytorch
- vocos
nltk
deepspeed
- pycocoevalcap
- spaCy
- tiktoken
- docutils
- jsonlines
- markdown2
myst-parser
- openpyxl
sphinxcontrib-jquery
- xlsxwriter
pillow
- decord
- Pydantic
- validators
Side by side
SanaMiniCPM-V
SizeLines written by people and agents, without generated ones; code files, without tests.
Sana118,674 lines written247 code files
MiniCPM-V36,999 lines written151 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.
Sana2.2% of its commits signed by AIWith Claude Code and Cursor
MiniCPM-V1.1% of its commits signed by AIWith Cursor and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
SanaLast push November 14, 2026223 commits9,825 stars
MiniCPM-VLast push October 30, 2026645 commits27,095 stars
TestsThe files that test the code, and the share of code files a test imports.
Sana9 test files5.7% of its code files have a test that imports them
MiniCPM-V0 test files
Frequently asked questions
Which is bigger, Sana or MiniCPM-V?
Sana, with 118,674 lines written; MiniCPM-V has 36,999.
The proof: NVlabs/Sana's code at commit 27303b8
Which has more GitHub stars, Sana or MiniCPM-V?
MiniCPM-V, with 27,095 stars; Sana has 9,825.
The proof: OpenBMB/MiniCPM-V on GitHub
Which has more tests, Sana or MiniCPM-V?
Sana, with 9 test files.
The proof: NVlabs/Sana's code at commit 27303b8
Which was updated more recently, Sana or MiniCPM-V?
Sana: its last push was on November 14, 2026, and MiniCPM-V's on October 30, 2026.
The proof: NVlabs/Sana's commits on GitHub
Which has more commits signed by AI, Sana or MiniCPM-V?
Sana: an AI signed 2.2% of its commits, with Claude Code and Cursor; in MiniCPM-V, 1.1%.
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