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LivePortrait vs ray

LivePortrait and ray share 13 technologies: matplotlib, Rich, Gradio, albumentations, torchaudio, transformers, torch, ONNX, torchvision, scikit-image, imageio-ffmpeg, pillow, and imageio. Both are written in Python.

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What they share and what sets them apart

KlingAIResearch

LivePortrait

Bring portraits to life!

Python19.4kRead on November 6, 2026, at commit 9b294b3What is LivePortrait built with?

Only in LivePortrait

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.
LivePortrait15,208 lines written89 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.
LivePortrait0% of its commits signed by AI
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.
LivePortraitLast push June 1, 2026125 commits19,401 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.
LivePortrait0 test files
ray2,168 test files9.7% of its code files have a test that imports them

Frequently asked questions

Which is bigger, LivePortrait or ray?
ray, with 1,531,664 lines written; LivePortrait has 15,208.

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

Which has more GitHub stars, LivePortrait or ray?
ray, with 44,213 stars; LivePortrait has 19,401.

The proof: ray-project/ray on GitHub

Which has more tests, LivePortrait or ray?
ray, with 2,168 test files.

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

Which was updated more recently, LivePortrait or ray?
ray: its last push was on November 6, 2026, and LivePortrait's on June 1, 2026.

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

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

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

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