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Soup vs ray

Soup and ray share 9 technologies: FastAPI, Hugging Face, Rich, transformers, peft, datasets, bitsandbytes, Pydantic, and psutil. Both are written in Python.

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What they share and what sets them apart

MakazhanAlpamys

Soup

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

Python10.5kRead on November 13, 2026, at commit d94c086What is Soup built with?

Only in Soup

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.

Python44.3kRead on November 13, 2026, at commit de4c576What is ray built with?

Only in ray

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
Soup842,349 lines written596 code files
ray1,566,356 lines written2,810 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.
Soup18.6% of its commits signed by AIWith Claude Code
ray3.7% 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.
SoupLast push November 13, 20262,800 commits10,519 stars
rayLast push November 13, 202632,468 commits44,282 stars
TestsThe files that test the code, and the share of code files a test imports.
Soup1,354 test files3.2% of its code files have a test that imports them
ray2,208 test files9.4% of its code files have a test that imports them

Frequently asked questions

Which is bigger, Soup or ray?
ray, with 1,566,356 lines written; Soup has 842,349.

The proof: ray-project/ray's code at commit de4c576

Which has more GitHub stars, Soup or ray?
ray, with 44,282 stars; Soup has 10,519.

The proof: ray-project/ray on GitHub

Which has more tests, Soup or ray?
ray, with 2,208 test files; Soup has 1,354.

The proof: ray-project/ray's code at commit de4c576

Which was updated more recently, Soup or ray?
Both got their last push on November 13, 2026.

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

Which has more commits signed by AI, Soup or ray?
Soup: an AI signed 18.6% of its commits, with Claude Code; in ray, 3.7%.

The proof: the commits each tool signed in MakazhanAlpamys/Soup

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