README.md

---
license: apache-2.0
language:
- en
tags:
- sakthai
- house-of-sak
- notebooks
- fine-tuning
- kaggle
---

<h1 align="center">SakThai Kaggle Notebooks &amp; Deploy Scripts</h1>
<p align="center"><em>Part of the <strong>House of Sak</strong>.</em></p>
<p align="center">
  <a href="https://huggingface.co/Nanthasit"><img src="https://img.shields.io/badge/🤗-Nanthasit-6644cc" alt="Profile"/></a>
  <a href="https://github.com/beer-sakthai"><img src="https://img.shields.io/badge/GitHub-beer--sakthai-181717" alt="GitHub"/></a>
  <img src="https://img.shields.io/badge/downloads-66-blue" alt="66 downloads"/>
  <img src="https://img.shields.io/badge/license-Apache%202.0-brightgreen" alt="License"/>
</p>

## Contents

| File | Purpose |
|------|---------|
| `sakthai-engine.ipynb` | Training notebook for 1.5B model |
| `sakthai-7b-engine.ipynb` | Training notebook for 7B model |
| `scripts/sakthai-7b-post-train.py` | LoRA merge, GGUF conversion, upload |
| `deploy-endpoint.py` | Deploy to HF Inference Endpoints |

## Usage
```bash
# Post-training pipeline
python scripts/sakthai-7b-post-train.py --help

# Open notebooks in Kaggle or Jupyter for training
# sakthai-engine.ipynb → trains on sakthai-combined-v4
# sakthai-7b-engine.ipynb → trains on sakthai-combined-v5
```

## Related Models
- [sakthai-context-1.5b-merged](https://huggingface.co/Nanthasit/sakthai-context-1.5b-merged)
- [sakthai-context-7b-merged](https://huggingface.co/Nanthasit/sakthai-context-7b-merged)