Load with:
import requests; from vismem_core import VisMem
data = requests.get("
https://huggingface.co/datasets/broadfield-dev/gemma-3-270m-it-vismem-rag-0310-1943-vismem-kb-0311-1416/resolve/main/vismem.png",
headers={"Authorization":"Bearer
"}).content
mem = VisMem.from_png_bytes(data)
results = mem.search(your_embedding, k=3)
