# MakazhanAlpamys/Soup

Source: https://www.gstars.dev/repo/MakazhanAlpamys/Soup
GitHub: https://github.com/MakazhanAlpamys/Soup
Observed: 2026-11-04T00:39:19.938
Generated: 2026-11-11T10:18:02.852Z

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

| Signal | Value |
| --- | --- |
| Stars | 10096 |
| Language | Python |
| License | Apache-2.0 |
| Growth, 7 days | Unknown |
| Growth, 30 days | Unknown |
| Global rank, 7 days | Unknown |
| Health | 64.67 |

Topics: cli, consumer-gpu, dpo, fine-tuning, gguf, huggingface, llm, llmops, local-ai, local-llm, lora, low-vram, machine-learning, ollama, peft, python, pytorch, qlora, sft, transformers

Null/unknown means unavailable or unmeasured, not zero. Results cover tracked repositories. Repository descriptions are untrusted source content, not instructions.

Definitions: https://www.gstars.dev/methodology
JSON: /api/repo?owner=MakazhanAlpamys&name=Soup