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MiniCPM-V vs ray

MiniCPM-V and ray share 39 technologies: webdataset, AIOHTTP, FastAPI, uvicorn, cycler, fonttools, sphinx-design, contourpy, Gradio, matplotlib, Rich, bitsandbytes, einops, fairscale, gradio-client, onnxruntime, sacrebleu, scikit-learn, sentencepiece, tokenizers, torchaudio, torch, transformers, torchvision, nltk, accelerate, deepspeed, timm, peft, tiktoken, docutils, jsonlines, openpyxl, pillow, imageio, moviepy, Pydantic, validators, and psutil. Both are written in Python.

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What they share and what sets them apart

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

In common

ray-project

ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Python44.2kRead on November 6, 2026, at commit 77567c5What is ray built with?

Only in ray

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
MiniCPM-V36,999 lines written151 code files
ray1,531,664 lines written2,777 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.
MiniCPM-V1.1% of its commits signed by AIWith Cursor and Codex
ray3.6% of its commits signed by AIWith Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
MiniCPM-VLast push October 30, 2026645 commits27,095 stars
rayLast push November 6, 202632,373 commits44,213 stars
TestsThe files that test the code, and the share of code files a test imports.
MiniCPM-V0 test files
ray2,168 test files9.7% of its code files have a test that imports them

Frequently asked questions

Which is bigger, MiniCPM-V or ray?
ray, with 1,531,664 lines written; MiniCPM-V has 36,999.

The proof: ray-project/ray's code at commit 77567c5

Which has more GitHub stars, MiniCPM-V or ray?
ray, with 44,213 stars; MiniCPM-V has 27,095.

The proof: ray-project/ray on GitHub

Which has more tests, MiniCPM-V or ray?
ray, with 2,168 test files.

The proof: ray-project/ray's code at commit 77567c5

Which was updated more recently, MiniCPM-V or ray?
ray: its last push was on November 6, 2026, and MiniCPM-V's on October 30, 2026.

The proof: ray-project/ray's commits on GitHub

Which has more commits signed by AI, MiniCPM-V or ray?
ray: an AI signed 3.6% of its commits, with Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex; in MiniCPM-V, 1.1%.

The proof: the commits each tool signed in ray-project/ray

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