---
license: mit
tags: [vismem, rag, knowledge-base]
---
# VisMem Knowledge Base (47441 entries, 13056x13056px)
Load with:
```python
import requests
from vismem_core import VisMem
data = requests.get(
    "https://huggingface.co/datasets/broadfield-dev/gemma-3-270m-vismem-rag-QA-1-vismem-rag-0322-1623-vismem-kb-0323-1532/resolve/main/vismem.png",
    headers={"Authorization": "Bearer <TOKEN>"}).content
mem = VisMem.from_png_bytes(data)
results = mem.search(your_embedding, k=3)
```