Soup
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
At a glance
Is this tool relevant to you?
What it does
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
May suit
People who need to run, serve, or optimize AI models.
Before you try it
The repository reports a Apache-2.0 license. Setup difficulty and device support still need to be checked upstream.
Evidence & freshness
What we know, and how recently we checked
This record comes from the wider automated directory. It has not yet passed the stronger catalog verification checks.
- Source
- Automated project sync
- Checked
- Snapshot evidence level
- Limited confidence
- Maintenance signal
- Healthy68/100
Generally healthy automated signals, with some areas worth checking in the breakdown.
The health score is an automated maintenance signal, not a security audit or a guarantee that the tool fits your needs.
How verification and health scoring work
Catalog-verified records use a timestamped GitHub snapshot that passed source and completeness checks. Basic listings come from the wider automated sync and have not yet passed that stronger verification path.
Health combines recent activity, commit frequency, issue handling, contributor depth, release cadence, documentation, and community signals. Missing evidence lowers how much confidence you should place in the number.
Read the full methodology →⭐
2.0K
Stars
🍴
301
Forks
👥
18
Contributors
💚
Healthy68/100
Health Score
Star History
Not enough data for chart
Health Score Breakdown
Star Momentum
0
Commit Frequency
100
Issue Health
80
Contributors
73
Release Cadence
50
Documentation
100
Community Signal
100
Project Info
- Language
- Python
- License
- Apache-2.0
- Last Commit
- 2026-08-16 19:09 UTC
- Last Release
- v0.73.2 (2026-08-15 09:04 UTC)
- Open Issues
- 89
- Bus Factor
- 1
- Commits/Week
- 37.7
- Avg Issue Close
- 6.2 days
cliconsumer-gpudpofine-tuningggufhuggingfacellmllmopslocal-ailocal-llmloralow-vrammachine-learningollamapeftpythonpytorchqlorasfttransformers
Project Badge
Embed a live health badge in a README or docs page.
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