Name | voyager JSON |
Version |
2.1.0
JSON |
| download |
home_page | https://github.com/spotify/voyager |
Summary | Easy-to-use, fast, simple multi-platform approximate nearest-neighbor search library. |
upload_time | 2024-12-13 19:50:31 |
maintainer | None |
docs_url | None |
author | Peter Sobot |
requires_python | None |
license | None |
keywords |
|
VCS |
|
bugtrack_url |
|
requirements |
No requirements were recorded.
|
Travis-CI |
No Travis.
|
coveralls test coverage |
No coveralls.
|
![The word Voyager_in blue, with a multicoloured graphic illustrating an orbit to its left.](https://github.com/spotify/voyager/assets/213293/c99cd0e8-cd38-486f-bb61-15f74028ba52)
[![License: Apache 2.0](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://github.com/spotify/voyager/blob/master/LICENSE)
[![Documentation](https://img.shields.io/badge/Documentation-on%20github.io-brightgreen)](https://spotify.github.io/voyager)
[![Supported Platforms](https://img.shields.io/badge/platforms-macOS%20%7C%20Windows%20%7C%20Linux-green)](https://pypi.org/project/voyager)
[![Apple Silicon support for macOS and Linux (Docker)](https://img.shields.io/badge/Apple%20Silicon-macOS%20and%20Linux-brightgreen)](https://pypi.org/project/voyager)
[![Test Badge](https://github.com/spotify/voyager/actions/workflows/all.yml/badge.svg)](https://github.com/spotify/voyager/actions/workflows/all.yml)
<!-- [![PyPI - Python Version](https://img.shields.io/pypi/pyversions/voyager)](https://pypi.org/project/voyager) -->
<!-- [![PyPI - Wheel](https://img.shields.io/pypi/wheel/voyager)](https://pypi.org/project/voyager) -->
<!-- [![PyPI - Downloads](https://img.shields.io/pypi/dm/voyager)](https://pypistats.org/packages/voyager) -->
<!-- [![GitHub Repo stars](https://img.shields.io/github/stars/spotify/voyager?style=social)](https://github.com/spotify/voyager/stargazers) -->
**_Voyager_** is a library for performing fast approximate nearest-neighbor searches on an in-memory collection of vectors.
Voyager features bindings to both Python and Java, with feature parity and index compatibility between both languages. It uses the HNSW algorithm, based on [the open-source `hnswlib` package](https://github.com/nmslib/hnswlib), with numerous features added for convenience and speed. Voyager is used extensively in production at Spotify, and is queried hundreds of millions of times per day to power numerous user-facing features.
Think of Voyager like [Sparkey](https://github.com/spotify/sparkey), but for vector/embedding data; or like [Annoy](https://github.com/spotify/annoy), but with [much higher recall](http://ann-benchmarks.com/). It got its name because it searches through (embedding) space(s), much like [the Voyager interstellar probes](https://en.wikipedia.org/wiki/Voyager_program) launched by NASA in 1977.
[![Python Documentation](https://img.shields.io/badge/Python%20Documentation-on%20github.io-brightgreen)](https://spotify.github.io/voyager/python)
[![Java Documentation](https://img.shields.io/badge/Java%20Documentation-on%20github.io-brightgreen)](https://spotify.github.io/voyager/java)
### Installation
#### Python
```shell
pip install voyager
```
#### Java
Add the following artifact to your `pom.xml`:
```xml
<dependency>
<groupId>com.spotify</groupId>
<artifactId>voyager</artifactId>
<version>2.0.4</version>
</dependency>
```
You can find the latest version on [Voyager's Releases page](https://github.com/spotify/voyager/releases).
#### Scala
Add the following artifact to your `build.sbt`:
```sbt
"com.spotify" % "voyager" % "2.0.4"
```
You can find the latest version on [Voyager's Releases page](https://github.com/spotify/voyager/releases).
### Compatibility
| OS | Language | Version | x86_64 (Intel) | arm64 (ARM) |
|-----------|----------|---------|---------| --------|
| Linux | Python | 3.7 | ✅ | ✅ |
| Linux | Python | 3.8 | ✅ | ✅ |
| Linux | Python | 3.9 | ✅ | ✅ |
| Linux | Python | 3.10 | ✅ | ✅ |
| Linux | Python | 3.11 | ✅ | ✅ |
| Linux | Python | 3.12 | ✅ | ✅ |
| Linux | Java | 8-16+ | ✅ | ✅ |
| macOS | Python | 3.7 | ✅ | ✅ |
| macOS | Python | 3.8 | ✅ | ✅ |
| macOS | Python | 3.9 | ✅ | ✅ |
| macOS | Python | 3.10 | ✅ | ✅ |
| macOS | Python | 3.11 | ✅ | ✅ |
| macOS | Python | 3.12 | ✅ | ✅ |
| macOS | Java | 8-16+ | ✅ | ✅ |
| Windows | Python | 3.7 | ✅ | ❌ |
| Windows | Python | 3.8 | ✅ | ❌ |
| Windows | Python | 3.9 | ✅ | ❌ |
| Windows | Python | 3.10 | ✅ | ❌ |
| Windows | Python | 3.11 | ✅ | ❌ |
| Windows | Python | 3.12 | ✅ | ❌ |
| Windows | Java | 8-16+ | ✅ | ❌ |
## Contributing
Contributions to `voyager` are welcomed!
See [CONTRIBUTING.md](https://github.com/spotify/voyager/blob/master/CONTRIBUTING.md) for details.
### License
Voyager is copyright 2022-2024 Spotify AB.
Voyager is licensed under the [Apache 2 License]([https://www.gnu.org/licenses/gpl-3.0.en.html](https://www.apache.org/licenses/LICENSE-2.0)).
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