MakazhanAlpamys/Soup

Fine-tuning Tools

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

GitHub →Website →

8.0

GitHub Metrics

Stars

9.3k

Forks

1.5k

Open Issues

221

Watchers

Contributors

111

Weekly Commits

103

Language

Python

License

Apache-2.0

Last Commit

Oct 16, 2026

Created

Feb 20, 2026

Latest Release

v0.76.1

Release Date

Oct 14, 2026

Synced: Oct 18, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://trysoup.dev). Description: 86 chars. Stars signal: 9,233. Contributors: 111. Score: 7.8/10

Community Healthw: 20%

7.8

Stars: 9,233. Contributors: 111. Watchers: 59. Forks: 1,506. Issue ratio: 2.4%. Score: 7.8/10

Maintenance Velocityw: 15%

9.7

Last commit: 1d ago. Weekly commits: 103. Latest release: v0.76.1. Score: 9.7/10

API Design & DXw: 20%

7.5

Stars/issues ratio: 42. Dynamic language: Python. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 9,233 stars. Score: 7.5/10

Production Readinessw: 15%

7.4

Battle-tested: 9,233 stars. Peer review: 111 contributors. Versioned: v0.76.1. Licensed: Apache-2.0. Age: 0.7 years. Maintenance: last commit 1d ago. Score: 7.4/10

Ecosystem Integrationw: 10%

8.4

Fork interest: 1,506. Major ecosystem: Python. Integration-friendly: Apache-2.0. Adoption: 9,233 stars. Has web presence. Score: 8.4/10