XUtils

Milvus

Milvus is a vector database for embedding management, analytics and search.

Golang
https://github.com/milvus-io/milvus

Quick start

Start with Zilliz Cloud

Zilliz Cloud is a fully managed service on cloud and the simplest way to deploy LF AI Milvus®, See Zilliz Cloud and start your free trial.

Install Milvus

Build Milvus from source code

Check the requirements first.

Linux systems (Ubuntu 20.04 or later recommended):

go: >= 1.21
cmake: >= 3.26.4
gcc: 7.5
python: > 3.8 and  <= 3.11

MacOS systems with x86_64 (Big Sur 11.5 or later recommended):

go: >= 1.21
cmake: >= 3.26.4
llvm: >= 15
python: > 3.8 and  <= 3.11

MacOS systems with Apple Silicon (Monterey 12.0.1 or later recommended):

go: >= 1.21 (Arch=ARM64)
cmake: >= 3.26.4
llvm: >= 15
python: > 3.8 and  <= 3.11

Clone Milvus repo and build.

# Clone github repository.
$ git clone https://github.com/milvus-io/milvus.git

# Install third-party dependencies.
$ cd milvus/
$ ./scripts/install_deps.sh

## Milvus 2.0 vs. 1.x: Cloud-native, distributed architecture, highly scalable, and more

See [Milvus 2.0 vs. 1.x](https://github.com/milvus-io/milvus/blob/master/milvus20vs1x.md) for more information.

## Real world demos

<table>
  <tr>
    <td width="30%">
      <a href="https://milvus.io/milvus-demos">
        <img src="https://assets.zilliz.com/image_search_59a64e4f22.gif" />
      </a>
    </td>
    <td width="30%">
<a href="https://milvus.io/milvus-demos">
<img src="https://assets.zilliz.com/qa_df5ee7bd83.gif" />
</a>
    </td>
    <td width="30%">
<a href="https://milvus.io/milvus-demos">
<img src="https://assets.zilliz.com/mole_search_76f8340572.gif" />
</a>
    </td>
  </tr>
  <tr>
    <th>
      <a href="https://milvus.io/milvus-demos">Image search</a>
    </th>
    <th>
      <a href="https://milvus.io/milvus-demos">Chatbots</a>
    </th>
    <th>
      <a href="https://milvus.io/milvus-demos">Chemical structure search</a>
    </th>
  </tr>
</table>

#### Image Search

Images made searchable. Instantaneously return the most similar images from a massive database.

#### Chatbots

Interactive digital customer service that saves users time and businesses money.

#### Chemical Structure Search

Blazing fast similarity search, substructure search, or superstructure search for a specified molecule.

## Bootcamps

Milvus [bootcamp](https://github.com/milvus-io/bootcamp) is designed to expose users to both the simplicity and depth of the vector database. Discover how to run benchmark tests as well as build similarity search applications spanning chatbots, recommendation systems, reverse image search, molecular search, and much more.

### All contributors

<br><!-- Do not remove start of hero-bot -->
<img src="https://img.shields.io/badge/all--contributors-383-orange"><br>
<a href="https://github.com/0xflotus"><img src="https://avatars.githubusercontent.com/u/26602940?v=4" width="30px" /></a>
<a href="https://github.com/ABNER-1"><img src="https://avatars.githubusercontent.com/u/24547351?v=4" width="30px" /></a>
<a href="https://github.com/Accagain2014"><img src="https://avatars.githubusercontent.com/u/9635216?v=4" width="30px" /></a>
<a href="https://github.com/Ald392"><img src="https://avatars.githubusercontent.com/u/166891594?v=4" width="30px" /></a>
<a href="https://github.com/AliDotS"><img src="https://avatars.githubusercontent.com/u/33119433?v=4" width="30px" /></a>
<a href="https://github.com/AllenYu1987"><img src="https://avatars.githubusercontent.com/u/12489985?v=4" width="30px" /></a>
<a href="https://github.com/Anosh21"><img src="https://avatars.githubusercontent.com/u/90505226?v=4" width="30px" /></a>
<a href="https://github.com/AnthonyTsu1984"><img src="https://avatars.githubusercontent.com/u/115786031?v=4" width="30px" /></a>
<a href="https://github.com/Aredcap"><img src="https://avatars.githubusercontent.com/u/40494761?v=4" width="30px" /></a>
<a href="https://github.com/ArenaSu"><img src="https://avatars.githubusercontent.com/u/21214629?v=4" width="30px" /></a>
<a href="https://github.com/Arya0812"><img src="https://avatars.githubusercontent.com/u/114047052?v=4" width="30px" /></a>
<a href="https://github.com/BUPTAnderson"><img src="https://avatars.githubusercontent.com/u/13449703?v=4" width="30px" /></a>
<a href="https://github.com/Ben-Aaron-Bio-Rad"><img src="https://avatars.githubusercontent.com/u/54123439?v=4" width="30px" /></a>
<a href="https://github.com/Bennu-Li"><img src="https://avatars.githubusercontent.com/u/53458891?v=4" width="30px" /></a>
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<a href="https://github.com/Emma-Song"><img src="https://avatars.githubusercontent.com/u/64460989?v=4" width="30px" /></a>
<a href="https://github.com/EricStarer"><img src="https://avatars.githubusercontent.com/u/34002927?v=4" width="30px" /></a>
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<a href="https://github.com/GuoRentong"><img src="https://avatars.githubusercontent.com/u/57477222?v=4" width="30px" /></a>
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<a href="https://github.com/Jacksonxhx"><img src="https://avatars.githubusercontent.com/u/139523303?v=4" width="30px" /></a>
<a href="https://github.com/JadeFlute0127"><img src="https://avatars.githubusercontent.com/u/35321989?v=4" width="30px" /></a>
<a href="https://github.com/Javajava1"><img src="https://avatars.githubusercontent.com/u/29594737?v=4" width="30px" /></a>
<a href="https://github.com/JinHai-CN"><img src="https://avatars.githubusercontent.com/u/33142505?v=4" width="30px" /></a>
<a href="https://github.com/Juneezee"><img src="https://avatars.githubusercontent.com/u/20135478?v=4" width="30px" /></a>
<a href="https://github.com/KubrickLiu"><img src="https://avatars.githubusercontent.com/u/24795136?v=4" width="30px" /></a>
<a href="https://github.com/KumaJie"><img src="https://avatars.githubusercontent.com/u/61139665?v=4" width="30px" /></a>
<a href="https://github.com/LeoReeYang"><img src="https://avatars.githubusercontent.com/u/58654486?v=4" width="30px" /></a>
<a href="https://github.com/Leslie-Wong-H"><img src="https://avatars.githubusercontent.com/u/27696701?v=4" width="30px" /></a>
<a href="https://github.com/Light-City"><img src="https://avatars.githubusercontent.com/u/25699850?v=4" width="30px" /></a>
<a href="https://github.com/Lin-gh-Saint"><img src="https://avatars.githubusercontent.com/u/64019322?v=4" width="30px" /></a>
<a href="https://github.com/LionelDong"><img src="https://avatars.githubusercontent.com/u/7533395?v=4" width="30px" /></a>
<a href="https://github.com/LocoRichard"><img src="https://avatars.githubusercontent.com/u/81553353?v=4" width="30px" /></a>
<a href="https://github.com/LoveEachDay"><img src="https://avatars.githubusercontent.com/u/1573213?v=4" width="30px" /></a>
<a href="https://github.com/MrPresent-Han"><img src="https://avatars.githubusercontent.com/u/116052805?v=4" width="30px" /></a>
<a href="https://github.com/NavanshGoel"><img src="https://avatars.githubusercontent.com/u/74401713?v=4" width="30px" /></a>
<a href="https://github.com/NicoYuan1986"><img src="https://avatars.githubusercontent.com/u/109071306?v=4" width="30px" /></a>
<a href="https://github.com/NotRyan"><img src="https://avatars.githubusercontent.com/u/5742796?v=4" width="30px" /></a>
<a href="https://github.com/PahudPlus"><img src="https://avatars.githubusercontent.com/u/64403786?v=4" width="30px" /></a>
<a href="https://github.com/PiercarloSlavazza"><img src="https://avatars.githubusercontent.com/u/3389306?v=4" width="30px" /></a>
<a href="https://github.com/PowderLi"><img src="https://avatars.githubusercontent.com/u/135960789?v=4" width="30px" /></a>
<a href="https://github.com/Presburger"><img src="https://avatars.githubusercontent.com/u/49336176?v=4" width="30px" /></a>
<a href="https://github.com/PwzXxm"><img src="https://avatars.githubusercontent.com/u/6563846?v=4" width="30px" /></a>
<a href="https://github.com/QipengZhou"><img src="https://avatars.githubusercontent.com/u/5410298?v=4" width="30px" /></a>
<a href="https://github.com/RafaelDSS"><img src="https://avatars.githubusercontent.com/u/27598602?v=4" width="30px" /></a>
<a href="https://github.com/RangerCD"><img src="https://avatars.githubusercontent.com/u/6872198?v=4" width="30px" /></a>
<a href="https://github.com/Raysilience"><img src="https://avatars.githubusercontent.com/u/45241093?v=4" width="30px" /></a>
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<a href="https://github.com/RosieZhang12"><img src="https://avatars.githubusercontent.com/u/106942883?v=4" width="30px" /></a>
<a href="https://github.com/RyanWei"><img src="https://avatars.githubusercontent.com/u/9876551?v=4" width="30px" /></a>
<a href="https://github.com/SCKCZJ2018"><img src="https://avatars.githubusercontent.com/u/29282370?v=4" width="30px" /></a>
<a href="https://github.com/SarthakJain26"><img src="https://avatars.githubusercontent.com/u/45846277?v=4" width="30px" /></a>
<a href="https://github.com/SimFG"><img src="https://avatars.githubusercontent.com/u/21985684?v=4" width="30px" /></a>
<a href="https://github.com/SkyYang"><img src="https://avatars.githubusercontent.com/u/4702509?v=4" width="30px" /></a>
<a href="https://github.com/SnowyOwl-KHY"><img src="https://avatars.githubusercontent.com/u/10348819?v=4" width="30px" /></a>
<a href="https://github.com/Spnetic-5"><img src="https://avatars.githubusercontent.com/u/66636289?v=4" width="30px" /></a>
<a href="https://github.com/Sunt-ing"><img src="https://avatars.githubusercontent.com/u/43040147?v=4" width="30px" /></a>
<a href="https://github.com/SwaggySong"><img src="https://avatars.githubusercontent.com/u/36157116?v=4" width="30px" /></a>
<a href="https://github.com/Thor-ChenBiao"><img src="https://avatars.githubusercontent.com/u/104345188?v=4" width="30px" /></a>
<a href="https://github.com/ThreadDao"><img src="https://avatars.githubusercontent.com/u/27288593?v=4" width="30px" /></a>
<a href="https://github.com/ThyeeZz"><img src="https://avatars.githubusercontent.com/u/41352919?v=4" width="30px" /></a>
<a href="https://github.com/Tlincy"><img src="https://avatars.githubusercontent.com/u/11934432?v=4" width="30px" /></a>
<a href="https://github.com/Tumao727"><img src="https://avatars.githubusercontent.com/u/20420181?v=4" width="30px" /></a>
<a href="https://github.com/Writer-X"><img src="https://avatars.githubusercontent.com/u/80471801?v=4" width="30px" /></a>
<a href="https://github.com/Writtic"><img src="https://avatars.githubusercontent.com/u/11371498?v=4" width="30px" /></a>
<a href="https://github.com/Wuzhengda55"><img src="https://avatars.githubusercontent.com/u/47274057?v=4" width="30px" /></a>
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<a href="https://github.com/XuPeng-SH"><img src="https://avatars.githubusercontent.com/u/39627130?v=4" width="30px" /></a>
<a href="https://github.com/XuanYang-cn"><img src="https://avatars.githubusercontent.com/u/51370125?v=4" width="30px" /></a>
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### SDK

The implemented SDK and its API documentation are listed below:

- [PyMilvus SDK](https://github.com/milvus-io/pymilvus)
- [Java SDK](https://github.com/milvus-io/milvus-sdk-java)
- [Go SDK](https://github.com/milvus-io/milvus-sdk-go)
- [Cpp SDK](https://github.com/milvus-io/milvus-sdk-cpp)(under development)
- [Node SDK](https://github.com/milvus-io/milvus-sdk-node)
- [Rust SDK](https://github.com/milvus-io/milvus-sdk-rust)(under development)
- [CSharp SDK](https://github.com/milvus-io/milvus-sdk-csharp)(under development)

### Attu

Attu provides an intuitive and efficient GUI for Milvus.

- [Quick start](https://github.com/zilliztech/milvus-insight#quick-start)

## Community

Join the Milvus community on [Discord](https://discord.gg/8uyFbECzPX) to share your suggestions, advice, and questions with our engineering team.

You can also check out our [FAQ page](https://milvus.io/docs/performance_faq.md) to discover solutions or answers to your issues or questions.

Subscribe to Milvus mailing lists:

- [Technical Steering Committee](https://lists.lfai.foundation/g/milvus-tsc)
- [Technical Discussions](https://lists.lfai.foundation/g/milvus-technical-discuss)
- [Announcement](https://lists.lfai.foundation/g/milvus-announce)

Follow Milvus on social media:

- [Medium](https://medium.com/@milvusio)
- [X](https://twitter.com/milvusio)
- [Youtube](https://www.youtube.com/channel/UCMCo_F7pKjMHBlfyxwOPw-g)

## Reference

Reference to cite when you use Milvus in a research paper:

@inproceedings{2021milvus, title={Milvus: A Purpose-Built Vector Data Management System}, author={Wang, Jianguo and Yi, Xiaomeng and Guo, Rentong and Jin, Hai and Xu, Peng and Li, Shengjun and Wang, Xiangyu and Guo, Xiangzhou and Li, Chengming and Xu, Xiaohai and others}, booktitle={Proceedings of the 2021 International Conference on Management of Data}, pages={2614–2627}, year={2021} }

@article{2022manu, title={Manu: a cloud native vector database management system}, author={Guo, Rentong and Luan, Xiaofan and Xiang, Long and Yan, Xiao and Yi, Xiaomeng and Luo, Jigao and Cheng, Qianya and Xu, Weizhi and Luo, Jiarui and Liu, Frank and others}, journal={Proceedings of the VLDB Endowment}, volume={15}, number={12}, pages={3548–3561}, year={2022}, publisher={VLDB Endowment} } “`

Acknowledgments

Milvus adopts dependencies from the following:

  • Thanks to FAISS for the excellent search library.
  • Thanks to etcd for providing great open-source key-value store tools.
  • Thanks to Pulsar for its wonderful distributed pub-sub messaging system.
  • Thanks to Tantivy for its full-text search engine library written in Rust.
  • Thanks to RocksDB for the powerful storage engines.

Milvus is adopted by following opensource project:

  • Towhee a flexible, application-oriented framework for computing embedding vectors over unstructured data.
  • Haystack an open source NLP framework that leverages Transformer models
  • Langchain Building applications with LLMs through composability
  • LLamaIndex a data framework for your LLM applications
  • GPTCache a library for creating semantic cache to store responses from LLM queries.

Articles

  • coming soon...