STACKQUADRANT

MakazhanAlpamys/Soup

Fine-tuning Tools

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

7.4
GitHub Metrics
Stars
3.4k
Forks
506
Open Issues
62
Watchers
18
Contributors
30
Weekly Commits
81
Language
Python
License
Apache-2.0
Last Commit
Aug 27, 2026
Created
Feb 20, 2026
Latest Release
v0.73.3
Release Date
Aug 18, 2026
Synced: Aug 28, 2026
Quality Scores
Documentation Qualityw: 20%
7.1

Has docs site (https://trysoup.dev). Description: 86 chars. Stars signal: 3,357. Contributors: 30. Score: 7.1/10

Community Healthw: 20%
6.3

Stars: 3,357. Contributors: 30. Watchers: 18. Forks: 506. Issue ratio: 1.8%. Score: 6.3/10

Maintenance Velocityw: 15%
9.7

Last commit: 0d ago. Weekly commits: 81. Latest release: v0.73.3. Score: 9.7/10

API Design & DXw: 20%
7.7

Stars/issues ratio: 54. Dynamic language: Python. Has documentation site. Permissive license: Apache-2.0. Popularity signal: 3,357 stars. Score: 7.7/10

Production Readinessw: 15%
6.6

Battle-tested: 3,357 stars. Peer review: 30 contributors. Versioned: v0.73.3. Licensed: Apache-2.0. Age: 0.5 years. Maintenance: last commit 0d ago. Score: 6.6/10

Ecosystem Integrationw: 10%
7.8

Fork interest: 506. Major ecosystem: Python. Integration-friendly: Apache-2.0. Adoption: 3,357 stars. Has web presence. Score: 7.8/10

Tags
cliconsumer-gpudpofine-tuningggufhuggingfacellmllmopslocal-ailocal-llm
Radar
Documentation Quality
Community Health
Maintenance Velocity
API Design & DX
Production Readiness
Ecosystem Integration