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

9.7k

Forks

1.6k

Open Issues

207

Watchers

Contributors

127

Weekly Commits

Language

Python

License

Apache-2.0

Last Commit

Oct 26, 2026

Created

Feb 20, 2026

Latest Release

v0.77.0

Release Date

Oct 26, 2026

Synced: Oct 27, 2026

Quality Scores

Documentation Qualityw: 20%

7.8

Has docs site (https://trysoup.dev). Description: 86 chars. Stars signal: 9,696. Contributors: 127. Score: 7.8/10

Community Healthw: 20%

7.9

Stars: 9,696. Contributors: 127. Watchers: 58. Forks: 1,588. Issue ratio: 2.1%. Score: 7.9/10

Maintenance Velocityw: 15%

9.7

Last commit: 0d ago. Weekly commits: 69. Latest release: v0.77.0. Score: 9.7/10

API Design & DXw: 20%

7.5

Stars/issues ratio: 47. Dynamic language: Python. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 9,696 stars. Score: 7.5/10

Production Readinessw: 15%

7.4

Battle-tested: 9,696 stars. Peer review: 127 contributors. Versioned: v0.77.0. Licensed: Apache-2.0. Age: 0.7 years. Maintenance: last commit 0d ago. Score: 7.4/10

Ecosystem Integrationw: 10%

8.4

Fork interest: 1,588. Major ecosystem: Python. Integration-friendly: Apache-2.0. Adoption: 9,696 stars. Has web presence. Score: 8.4/10