---
license: mit
tags: [vismem, rag, knowledge-base]
---
# VisMem Knowledge Base (7473 entries, 4352x4352px)

Load with:
```python
import requests; from vismem_core import VisMem
data = requests.get("https://huggingface.co/datasets/broadfield-dev/gemma-3-270m-it-vismem-rag-parrot-vismem-kb-0314-0324/resolve/main/vismem.png",
                    headers={"Authorization":"Bearer <TOKEN>"}).content
mem = VisMem.from_png_bytes(data)
results = mem.search(your_embedding, k=3)
```