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MakazhanAlpamys / Soup

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

Why this job: says: fine tune; topics: fine-tuning, lora, peft

What it does

Soup turns the pain of LLM fine-tuning into a simple workflow. One config, one command, done.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit yesterday
Stars
10,336
+299 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v0.77.2
Released 4 days ago
Built with
Python
99% of the code

Is it looked after?

Contributors
13
Last 90 days
Issues
88% closed
146 still open
Pull requests
1,208 merged
124 waiting
Releases
184
30+ in the last year

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More: languages, topics and project record

Languages

  • Python 99%
  • Jupyter Notebook 1%
  • JavaScript <1%
  • Shell <1%

Topics

  • python
  • fine-tuning
  • gguf
  • huggingface
  • llm
  • lora
  • ollama
  • peft
  • qlora
  • cli
  • dpo
  • llmops

Project record

  • JobFine-tuning
  • StatusFeatured
  • Commits2,668
  • Forks1,707
  • Watching59
  • Stars in 28 days+1,736
  • CreatedFeb 20, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 9, 2026

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