---
license: apache-2.0
tags:
- ocr
- gguf
- crispembed
- lightonocr
pipeline_tag: image-to-text
---

# LightOnOCR-2-1B — CrispEmbed GGUF

LightOnOCR-2-1B (LightOn, Apache-2.0): Pixtral ViT (24L, 1024d) + Qwen3 decoder (28L, 1024d).
OCR Arena #2. 1B params.

## Files

| File | Type | Size | Notes |
|------|------|------|-------|
| lightonocr-1b-f16.gguf | F16 | 2.3 GB | Full precision |
| lightonocr-1b-q8_0.gguf | Q8_0 | 1.1 GB | Best quality quantized |
| lightonocr-1b-q4_k.gguf | Q4_K | 0.6 GB | Desktop/edge target |

## Usage

```bash
# CLI
crispembed --ocr lightonocr-1b-q8_0.gguf image.png

# Server
crispembed-server --ocr lightonocr-1b-q8_0.gguf
curl -X POST http://localhost:8080/math/ocr -d '{'"image": "document.png"}'
```

```python
from crispembed import CrispMathOcr
ocr = CrispMathOcr("lightonocr-1b-q8_0.gguf")
text = ocr.recognize("document.png")
conf = ocr.mean_confidence
print(f"{text} (confidence: {conf:.2f})")
```

## Source

- Original: [LightOn/LightOnOCR-2-1B](https://huggingface.co/LightOn/LightOnOCR-2-1B)
- Converted with CrispEmbed `convert-lightonocr-to-gguf.py`