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all-in-rag vs ray

all-in-rag and ray share 19 technologies: pyarrow, Hugging Face, accelerate, datasets, tiktoken, tokenizers, torchaudio, torch, LangChain, transformers, timm, scikit-learn, torchvision, einops, av, markdown, openpyxl, pillow, and Pydantic. Both are written in Python.

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What they share and what sets them apart

datawhalechina

all-in-rag

🔍大模型应用开发实战一：RAG 技术全栈指南，在线阅读地址：https://datawhalechina.github.io/all-in-rag/

Python13kRead on November 10, 2026, at commit cec956eWhat is all-in-rag built with?

Only in all-in-rag

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.
all-in-rag17,394 lines written80 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.
all-in-rag0.8% of its commits signed by AIWith Cursor
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.
all-in-ragLast push September 30, 2026373 commits13,017 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.
all-in-rag0 test files
ray2,168 test files9.7% of its code files have a test that imports them

Frequently asked questions

Which is bigger, all-in-rag or ray?
ray, with 1,531,664 lines written; all-in-rag has 17,394.

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

Which has more GitHub stars, all-in-rag or ray?
ray, with 44,213 stars; all-in-rag has 13,017.

The proof: ray-project/ray on GitHub

Which has more tests, all-in-rag or ray?
ray, with 2,168 test files.

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

Which was updated more recently, all-in-rag or ray?
ray: its last push was on November 6, 2026, and all-in-rag's on September 30, 2026.

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

Which has more commits signed by AI, all-in-rag or ray?
ray: an AI signed 3.6% of its commits, with Claude Code, Gemini CLI, GitHub Copilot, Cursor, and Codex; in all-in-rag, 0.8%.

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

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