# llm-chain-hnsw

`llm-chain-hnsw` is a package that provides integration with hnsw for the `llm-chain` project using hnsw_rs lib.

## Features

- Perform insertions and searches using hsnw_rs (cosine)
- Integration with DocumentStore in order to store the documents separately from the hnsw index
- Dump / Load hnsw index from fs

## Getting Started

To get started with `llm-chain-hnsw`, follow the steps below:

1. Install the `llm-chain-hnsw` package using cargo.
2. Check out the examples in the `examples` directory for sample code and use cases.

## Examples

The `examples` directory contains various sample code snippets to help you get started with `llm-chain-hnsw`. These examples demonstrate how to use the package effectively in your projects.

## Contributing 🤝

We warmly welcome contributions from everyone! If you're interested in helping improve `llm-chain`, please check out our [CONTRIBUTING.md](https://chat.openai.com/docs/CONTRIBUTING.md) file for guidelines and best practices.

## Connect With Us 🌐

If you have any questions, suggestions, or feedback, feel free to open an issue or join our [community discord](https://discord.gg/kewN9Gtjt2) . We're always excited to hear from our users and learn about your experiences with `llm-chain`.