langchain/docs/extras/integrations/providers/usearch.mdx
Leonid Ganeline e1f4f9ac3e
docs: integrations/providers (#9631)
Added missed pages for `integrations/providers` from `vectorstores`.
Updated several `vectorstores` notebooks.
2023-08-22 20:28:11 -07:00

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# USearch
>[USearch](https://unum-cloud.github.io/usearch/) is a Smaller & Faster Single-File Vector Search Engine.
>`USearch's` base functionality is identical to `FAISS`, and the interface should look
> familiar if you have ever investigated Approximate Nearest Neighbors search.
> `USearch` and `FAISS` both employ `HNSW` algorithm, but they differ significantly
> in their design principles. `USearch` is compact and broadly compatible with FAISS without
> sacrificing performance, with a primary focus on user-defined metrics and fewer dependencies.
>
## Installation and Setup
We need to install `usearch` python package.
```bash
pip install usearch
```
## Vector Store
See a [usage example](/docs/integrations/vectorstores/usearch).
```python
from langchain.vectorstores import USearch
```