USearch
USearch is a Smaller & Faster Single-File Vector Search Engine.
USearch'sbase functionality is identical toFAISS, and the interface should look familiar if you have ever investigated Approximate Nearest Neighbors search.USearchandFAISSboth employHNSWalgorithm, but they differ significantly in their design principles.USearchis compact and broadly compatible with FAISS without sacrificing performance, with a primary focus on user-defined metrics and fewer dependencies.Installation and Setupβ
We need to install usearch python package.
pip install usearch
Vector Storeβ
See a usage example.
from langchain_community.vectorstores import USearch
API Reference:USearch