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< img src = "https://repository-images.githubusercontent.com/208728772/998c09ca-cfa6-4c01-ac75-3dfad7f4862b" alt = "Milvus banner" >
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< div class = "column" align = "middle" >
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< a href = "https://milvusio.slack.com/join/shared_invite/zt-1slimkif6-8uWK0XPL8adve6vSD4jSwg" >
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< img src = "https://img.shields.io/badge/Join-Slack-orange" alt = "join-slack" / >
< / a >
< img src = "https://img.shields.io/github/license/milvus-io/milvus" alt = "license" / >
< img src = "https://img.shields.io/docker/pulls/milvusdb/milvus" alt = "docker-pull-count" / >
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< / div >
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# 欢迎来到 Milvus
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## Milvus 是什么
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Milvus 是一款全球领先的开源向量数据库，赋能 AI 应用和向量相似度搜索，加速非结构化数据检索。用户在任何部署环境中均可获得始终如一的用户体验。
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Milvus 2.0 是一款云原生向量数据库，采用存储与计算分离的架构设计。该重构版本的所有组件均为无状态组件，极大地增强了系统弹性和灵活性。更多系统架构细节，参考 [Milvus 系统架构 ](https://milvus.io/cn/docs/architecture_overview.md )。
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Milvus 基于 [Apache 2.0 License ](https://github.com/milvus-io/milvus/blob/master/LICENSE ) 协议发布，于 2019 年 10 月正式开源，是 [LF AI & Data 基金会 ](https://lfaidata.foundation/ ) 的毕业项目。
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## 产品亮点
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< details >
< summary > < b > 针对万亿级向量的毫秒级搜索< / b > < / summary >
完成万亿条向量数据搜索的平均延迟以毫秒计。
< / details >
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< details >
< summary > < b > 简化的非结构化数据管理< / b > < / summary >
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< li > 一整套专为数据科学工作流设计的 API。< / li > < li > 无论是笔记本、本地集群还是云服务器，始终如一的跨平台用户体验。< / li > < li > 可以在任何场景下实现实时搜索与分析。< / li >
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< / details >
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< details >
< summary > < b > 稳定可靠的用户体验< / b > < / summary >
Milvus 具有故障转移和故障恢复的机制，即使服务中断，也能确保数据和应用的业务连续性。
< / details >
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< details >
< summary > < b > 高度可扩展，弹性伸缩< / b > < / summary >
组件级别的高扩展性，支持精准扩展。
< / details >
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< details >
< summary > < b > 混合查询< / b > < / summary >
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除了向量以外，
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< / details >
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< details >
< summary > < b > 基于 Lambda 架构的流批一体式数据存储< / b > < / summary >
Milvus 在存储数据时支持流处理和批处理两种方式，兼顾了流处理的时效性和批处理的效率。统一的对外接口使得向量相似度查询更为便捷。
< / details >
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< details >
< summary > < b > 广受社区支持和业界认可< / b > < / summary >
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Milvus 项目在 GitHub 上获星超 8000， ， < a href = "https://lfaidata.foundation/" > LF AI & Data 基金会< / a > 背书，是该基金会的毕业项目。
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< / details >
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## 快速开始
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### 启动 Milvus
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- [安装 Milvus 单机版 ](https://milvus.io/cn/docs/v2.0.0/install_standalone-docker.md )
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- [安装 Milvus 分布式版本 ](https://milvus.io/cn/docs/v2.0.0/install_cluster-docker.md )
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### 源码编译 Milvus
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请先安装相关依赖。
```
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go: 1.20
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cmake: >=3.18
gcc: 7.5
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protobuf: >=3.7
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```
克隆 Milvus 项目并编译。
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```bash
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# 克隆项目
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$ git clone https://github.com/milvus-io/milvus.git
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# 安装第三方依赖
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$ cd milvus/
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$ ./scripts/install_deps.sh
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# 编译 Milvus 单机版
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$ make milvus
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```
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获取更多内容，请阅读 [开发者文档 ](https://github.com/milvus-io/milvus/blob/master/DEVELOPMENT.md )。
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> **注意** 主分支用于 Milvus v2.0 代码开发。Milvus v1.0 于 2021 年 3 月 9 日发布，是 Milvus 的首个长期支持（ ）
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## Milvus 2.0：功能增加、性能升级
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详见 [Milvus 2.0 vs. 1.x ](https://github.com/milvus-io/milvus/blob/master/milvus20vs1x.md ) 。
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## 入门指南
### 应用场景
< table >
< tr >
< td width = "30%" >
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< a href = "https://milvus.io/milvus-demos" >
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< img src = "https://assets.zilliz.com/image_search_59a64e4f22.gif" / >
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< / a >
< / td >
< td width = "30%" >
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< a href = "https://milvus.io/milvus-demos" >
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< img src = "https://assets.zilliz.com/qa_df5ee7bd83.gif" / >
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< / a >
< / td >
< td width = "30%" >
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< a href = "https://milvus.io/milvus-demos" >
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< img src = "https://assets.zilliz.com/mole_search_76f8340572.gif" / >
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< / a >
< / td >
< / tr >
< tr >
< th >
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< a href = "https://milvus.io/milvus-demos" > 以图搜图系统< / a >
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< / th >
< th >
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< a href = "https://milvus.io/milvus-demos" > 智能问答机器人< / a >
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< / th >
< th >
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< a href = "https://milvus.io/milvus-demos" > 分子式检索系统< / a >
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< / th >
< / tr >
< / table >
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#### 以图搜图系统
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从海量图片中快速检索最相似图片。
#### 智能问答机器人
交互式智能问答机器人帮助用户节省时间和用人成本。
#### 分子式检索系统
迅速检索相似化学分子式。
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## 训练营
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Milvus [训练营 ](https://github.com/milvus-io/bootcamp )能够帮助你了解向量数据库的操作及各种应用场景。通过 Milvus 训练营探索如何进行 Milvus 性能测评，搭建智能问答机器人、推荐系统、以图搜图系统、分子式检索系统等。
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## 贡献代码
欢迎向 Milvus 社区贡献你的代码。代码贡献流程或提交补丁等相关信息详见 [代码贡献准则 ](https://github.com/milvus-io/milvus/blob/master/CONTRIBUTING.md )。参考 [社区仓库 ](https://github.com/milvus-io/community ) 了解社区管理准则并获取更多社区资源。
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### All contributors
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< br > <!-- Do not remove start of hero - bot -->
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< img src = "https://img.shields.io/badge/all--contributors-364-orange" > < br >
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< a href = "https://github.com/0xflotus" > < img src = "https://avatars.githubusercontent.com/u/26602940?v=4" width = "30px" / > < / a >
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< 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 >
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< a href = "https://github.com/AliDotS" > < img src = "https://avatars.githubusercontent.com/u/33119433?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/AllenYu1987" > < img src = "https://avatars.githubusercontent.com/u/12489985?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Anosh21" > < img src = "https://avatars.githubusercontent.com/u/90505226?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/AnthonyTsu1984" > < img src = "https://avatars.githubusercontent.com/u/115786031?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Aredcap" > < img src = "https://avatars.githubusercontent.com/u/40494761?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/BUPTAnderson" > < img src = "https://avatars.githubusercontent.com/u/13449703?v=4" width = "30px" / > < / a >
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< 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/Biki-das" > < img src = "https://avatars.githubusercontent.com/u/72331432?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/BossZou" > < img src = "https://avatars.githubusercontent.com/u/40255591?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/CNLHC" > < img src = "https://avatars.githubusercontent.com/u/21005146?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Chisdo" > < img src = "https://avatars.githubusercontent.com/u/36720318?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/ChunelFeng" > < img src = "https://avatars.githubusercontent.com/u/37905059?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/CodeInDreams" > < img src = "https://avatars.githubusercontent.com/u/17664279?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Cupchen" > < img src = "https://avatars.githubusercontent.com/u/34762375?v=4" width = "30px" / > < / a >
< a href = "https://github.com/DanielHuang1983" > < img src = "https://avatars.githubusercontent.com/u/4417873?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/DiptoChakrabarty" > < img src = "https://avatars.githubusercontent.com/u/45638240?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Fierralin" > < img src = "https://avatars.githubusercontent.com/u/8857059?v=4" width = "30px" / > < / a >
< a href = "https://github.com/FluorineDog" > < img src = "https://avatars.githubusercontent.com/u/15663612?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Googleaa" > < img src = "https://avatars.githubusercontent.com/u/55842817?v=4" width = "30px" / > < / a >
< a href = "https://github.com/Gracieeea" > < img src = "https://avatars.githubusercontent.com/u/50101579?v=4" width = "30px" / > < / a >
< a href = "https://github.com/GuanyunFeng" > < img src = "https://avatars.githubusercontent.com/u/40229765?v=4" width = "30px" / > < / a >
< 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/GuyKh" > < img src = "https://avatars.githubusercontent.com/u/3136012?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Hard-Coder05" > < img src = "https://avatars.githubusercontent.com/u/54059881?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Heisenberg-Y" > < img src = "https://avatars.githubusercontent.com/u/35055583?v=4" width = "30px" / > < / a >
< a href = "https://github.com/HesterG" > < img src = "https://avatars.githubusercontent.com/u/17645053?v=4" width = "30px" / > < / a >
< a href = "https://github.com/HuangHua" > < img src = "https://avatars.githubusercontent.com/u/2274405?v=4" width = "30px" / > < / a >
< a href = "https://github.com/JackLCL" > < img src = "https://avatars.githubusercontent.com/u/53512883?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/JadeFlute0127" > < img src = "https://avatars.githubusercontent.com/u/35321989?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Javajava1" > < img src = "https://avatars.githubusercontent.com/u/29594737?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/JinHai-CN" > < img src = "https://avatars.githubusercontent.com/u/33142505?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/Juneezee" > < img src = "https://avatars.githubusercontent.com/u/20135478?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/KubrickLiu" > < img src = "https://avatars.githubusercontent.com/u/24795136?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/KumaJie" > < img src = "https://avatars.githubusercontent.com/u/61139665?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/LeoReeYang" > < img src = "https://avatars.githubusercontent.com/u/58654486?v=4" width = "30px" / > < / a >
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< 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 >
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< a href = "https://github.com/LoveEachDay" > < img src = "https://avatars.githubusercontent.com/u/1573213?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/MrPresent-Han" > < img src = "https://avatars.githubusercontent.com/u/116052805?v=4" width = "30px" / > < / a >
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2023-03-15 20:00:42 +08:00
< a href = "https://github.com/snewcomer" > < img src = "https://avatars.githubusercontent.com/u/7374640?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/snyk-bot" > < img src = "https://avatars.githubusercontent.com/u/19733683?v=4" width = "30px" / > < / a >
2022-08-05 20:01:05 +08:00
< a href = "https://github.com/songxianj" > < img src = "https://avatars.githubusercontent.com/u/107831450?v=4" width = "30px" / > < / a >
2021-12-01 20:00:42 +08:00
< a href = "https://github.com/soothing-rain" > < img src = "https://avatars.githubusercontent.com/u/69466447?v=4" width = "30px" / > < / a >
2022-08-02 20:00:53 +08:00
< a href = "https://github.com/soulteary" > < img src = "https://avatars.githubusercontent.com/u/1500781?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/sre-ci-robot" > < img src = "https://avatars.githubusercontent.com/u/56469371?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/sre-ro" > < img src = "https://avatars.githubusercontent.com/u/93502486?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/sreyan-ghosh" > < img src = "https://avatars.githubusercontent.com/u/60854658?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/ss892714028" > < img src = "https://avatars.githubusercontent.com/u/34635663?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/stuartjing" > < img src = "https://avatars.githubusercontent.com/u/3454260?v=4" width = "30px" / > < / a >
< a href = "https://github.com/sty945" > < img src = "https://avatars.githubusercontent.com/u/10708326?v=4" width = "30px" / > < / a >
< a href = "https://github.com/sunby" > < img src = "https://avatars.githubusercontent.com/u/9817127?v=4" width = "30px" / > < / a >
< a href = "https://github.com/sutcalag" > < img src = "https://avatars.githubusercontent.com/u/83750738?v=4" width = "30px" / > < / a >
< a href = "https://github.com/sworddish" > < img src = "https://avatars.githubusercontent.com/u/219938?v=4" width = "30px" / > < / a >
< a href = "https://github.com/talentAN" > < img src = "https://avatars.githubusercontent.com/u/17634030?v=4" width = "30px" / > < / a >
< a href = "https://github.com/taydy" > < img src = "https://avatars.githubusercontent.com/u/24822588?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/tbickford" > < img src = "https://avatars.githubusercontent.com/u/814232?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/tedxu" > < img src = "https://avatars.githubusercontent.com/u/152654?v=4" width = "30px" / > < / a >
2023-07-17 20:00:57 +08:00
< a href = "https://github.com/tedyu" > < img src = "https://avatars.githubusercontent.com/u/235188?v=4" width = "30px" / > < / a >
2023-08-02 20:00:58 +08:00
< a href = "https://github.com/testwill" > < img src = "https://avatars.githubusercontent.com/u/8717479?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/thywdy" > < img src = "https://avatars.githubusercontent.com/u/56624359?v=4" width = "30px" / > < / a >
2024-01-23 08:01:33 +08:00
< a href = "https://github.com/timothycarambat" > < img src = "https://avatars.githubusercontent.com/u/16845892?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/tinkerlin" > < img src = "https://avatars.githubusercontent.com/u/13817362?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/trovwu" > < img src = "https://avatars.githubusercontent.com/u/89676996?v=4" width = "30px" / > < / a >
2023-10-27 20:00:46 +08:00
< a href = "https://github.com/ulovecode" > < img src = "https://avatars.githubusercontent.com/u/30142181?v=4" width = "30px" / > < / a >
2023-09-10 08:01:20 +08:00
< a href = "https://github.com/unfode" > < img src = "https://avatars.githubusercontent.com/u/95689995?v=4" width = "30px" / > < / a >
2023-07-19 20:01:00 +08:00
< a href = "https://github.com/vladwa" > < img src = "https://avatars.githubusercontent.com/u/22994848?v=4" width = "30px" / > < / a >
2024-01-05 08:01:36 +08:00
< a href = "https://github.com/vsanna" > < img src = "https://avatars.githubusercontent.com/u/7834445?v=4" width = "30px" / > < / a >
2023-12-21 20:00:40 +08:00
< a href = "https://github.com/vtereshyn" > < img src = "https://avatars.githubusercontent.com/u/32247411?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/wangting0128" > < img src = "https://avatars.githubusercontent.com/u/26307815?v=4" width = "30px" / > < / a >
2021-09-14 20:07:32 +08:00
< a href = "https://github.com/want-fly" > < img src = "https://avatars.githubusercontent.com/u/36727480?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/water32" > < img src = "https://avatars.githubusercontent.com/u/13234561?v=4" width = "30px" / > < / a >
2022-05-13 20:00:45 +08:00
< a href = "https://github.com/wayblink" > < img src = "https://avatars.githubusercontent.com/u/18096561?v=4" width = "30px" / > < / a >
2023-05-26 20:00:45 +08:00
< a href = "https://github.com/weiZhenkun" > < img src = "https://avatars.githubusercontent.com/u/27683687?v=4" width = "30px" / > < / a >
2022-07-20 20:01:14 +08:00
< a href = "https://github.com/weiliu1031" > < img src = "https://avatars.githubusercontent.com/u/108661493?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/weishuo2" > < img src = "https://avatars.githubusercontent.com/u/27938020?v=4" width = "30px" / > < / a >
2022-07-22 20:00:57 +08:00
< a href = "https://github.com/wg1026688210" > < img src = "https://avatars.githubusercontent.com/u/14267759?v=4" width = "30px" / > < / a >
2022-02-24 20:01:10 +08:00
< a href = "https://github.com/wh201906" > < img src = "https://avatars.githubusercontent.com/u/62299611?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/wscxyey" > < img src = "https://avatars.githubusercontent.com/u/48882296?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/wxyucs" > < img src = "https://avatars.githubusercontent.com/u/12595343?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/wxywb" > < img src = "https://avatars.githubusercontent.com/u/5432721?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/wzymumon" > < img src = "https://avatars.githubusercontent.com/u/46886508?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/xaxys" > < img src = "https://avatars.githubusercontent.com/u/28949072?v=4" width = "30px" / > < / a >
2021-12-17 08:01:09 +08:00
< a href = "https://github.com/xiangzhouguo" > < img src = "https://avatars.githubusercontent.com/u/93316470?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/xiaocai2333" > < img src = "https://avatars.githubusercontent.com/u/46207236?v=4" width = "30px" / > < / a >
< a href = "https://github.com/xiaofan-luan" > < img src = "https://avatars.githubusercontent.com/u/83447078?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/xiaohu4313888" > < img src = "https://avatars.githubusercontent.com/u/39088547?v=4" width = "30px" / > < / a >
2023-08-08 20:22:15 +08:00
< a href = "https://github.com/xiedeyantu" > < img src = "https://avatars.githubusercontent.com/u/49781471?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/xige-16" > < img src = "https://avatars.githubusercontent.com/u/20124155?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/xiyichan" > < img src = "https://avatars.githubusercontent.com/u/34647972?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/xudalin0609" > < img src = "https://avatars.githubusercontent.com/u/35444753?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/xuqiwe" > < img src = "https://avatars.githubusercontent.com/u/57252655?v=4" width = "30px" / > < / a >
2022-01-16 20:01:05 +08:00
< a href = "https://github.com/yah01" > < img src = "https://avatars.githubusercontent.com/u/12216890?v=4" width = "30px" / > < / a >
2023-10-19 20:00:49 +08:00
< a href = "https://github.com/yahorbarkouski" > < img src = "https://avatars.githubusercontent.com/u/94449298?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/yamasite" > < img src = "https://avatars.githubusercontent.com/u/10089260?v=4" width = "30px" / > < / a >
< a href = "https://github.com/yanliang567" > < img src = "https://avatars.githubusercontent.com/u/82361606?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/yelusion2" > < img src = "https://avatars.githubusercontent.com/u/97278661?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/yhmo" > < img src = "https://avatars.githubusercontent.com/u/2282099?v=4" width = "30px" / > < / a >
< a href = "https://github.com/yiuluchen" > < img src = "https://avatars.githubusercontent.com/u/23047684?v=4" width = "30px" / > < / a >
2023-03-31 20:00:45 +08:00
< a href = "https://github.com/yiwangdr" > < img src = "https://avatars.githubusercontent.com/u/80064917?v=4" width = "30px" / > < / a >
2022-05-13 20:00:45 +08:00
< a href = "https://github.com/yongpengli-z" > < img src = "https://avatars.githubusercontent.com/u/103410837?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/youny626" > < img src = "https://avatars.githubusercontent.com/u/9016120?v=4" width = "30px" / > < / a >
2023-05-04 20:00:54 +08:00
< a href = "https://github.com/ytang07" > < img src = "https://avatars.githubusercontent.com/u/17556662?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/yuhaowin" > < img src = "https://avatars.githubusercontent.com/u/34699768?v=4" width = "30px" / > < / a >
2023-07-25 20:00:58 +08:00
< a href = "https://github.com/yuyicai" > < img src = "https://avatars.githubusercontent.com/u/13033733?v=4" width = "30px" / > < / a >
2023-09-09 20:00:47 +08:00
< a href = "https://github.com/yuyu-wy" > < img src = "https://avatars.githubusercontent.com/u/81746160?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/yxm1536" > < img src = "https://avatars.githubusercontent.com/u/62009483?v=4" width = "30px" / > < / a >
2023-05-26 20:00:45 +08:00
< a href = "https://github.com/yylstudy" > < img src = "https://avatars.githubusercontent.com/u/26402953?v=4" width = "30px" / > < / a >
2022-02-26 08:01:18 +08:00
< a href = "https://github.com/zamanmub" > < img src = "https://avatars.githubusercontent.com/u/32416908?v=4" width = "30px" / > < / a >
2022-10-09 20:00:40 +08:00
< a href = "https://github.com/zc2638" > < img src = "https://avatars.githubusercontent.com/u/28284116?v=4" width = "30px" / > < / a >
2023-12-04 20:48:33 +08:00
< a href = "https://github.com/zc277584121" > < img src = "https://avatars.githubusercontent.com/u/17022025?v=4" width = "30px" / > < / a >
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< a href = "https://github.com/zengxy" > < img src = "https://avatars.githubusercontent.com/u/11961641?v=4" width = "30px" / > < / a >
< a href = "https://github.com/zerowe-seven" > < img src = "https://avatars.githubusercontent.com/u/57790060?v=4" width = "30px" / > < / a >
2022-07-05 20:01:04 +08:00
< a href = "https://github.com/zhagnlu" > < img src = "https://avatars.githubusercontent.com/u/11935707?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/zhang787jun" > < img src = "https://avatars.githubusercontent.com/u/51014996?v=4" width = "30px" / > < / a >
2024-02-02 20:00:50 +08:00
< a href = "https://github.com/zhanshuyou" > < img src = "https://avatars.githubusercontent.com/u/7420640?v=4" width = "30px" / > < / a >
2024-01-17 20:00:50 +08:00
< a href = "https://github.com/zhengbuqian" > < img src = "https://avatars.githubusercontent.com/u/12147173?v=4" width = "30px" / > < / a >
2022-02-07 20:00:44 +08:00
< a href = "https://github.com/zhenwu-cn" > < img src = "https://avatars.githubusercontent.com/u/2993941?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/zhoubo0317" > < img src = "https://avatars.githubusercontent.com/u/51948620?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/zhuwenxing" > < img src = "https://avatars.githubusercontent.com/u/12268675?v=4" width = "30px" / > < / a >
2022-01-14 20:00:43 +08:00
< a href = "https://github.com/zhuyaguang" > < img src = "https://avatars.githubusercontent.com/u/8857976?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/zwd1208" > < img src = "https://avatars.githubusercontent.com/u/15153901?v=4" width = "30px" / > < / a >
< a href = "https://github.com/zxf2017" > < img src = "https://avatars.githubusercontent.com/u/29620478?v=4" width = "30px" / > < / a >
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<!-- Do not remove end of hero - bot --> < br >
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## Milvus 文档
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获取更多有关安装、开发、部署和管理的指南，请查看 [Milvus 文档 ](https://milvus.io/cn/docs ).
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### SDK
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- [PyMilvus ](https://github.com/milvus-io/pymilvus )
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- [Java SDK ](https://github.com/milvus-io/milvus-sdk-java )(开发中)
- [Go SDK ](https://github.com/milvus-io/milvus-sdk-go )(开发中)
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- [Cpp SDK ](https://github.com/milvus-io/milvus-sdk-cpp )(开发中)
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- [Node SDK ](https://github.com/milvus-io/milvus-sdk-node )
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### Attu
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Attu 提供了好用的图形化界面，
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- [快速开始 ](https://github.com/zilliztech/milvus-insight#quick-start )
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## 社区
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欢迎加入 [Slack ](https://milvusio.slack.com/join/shared_invite/zt-1slimkif6-8uWK0XPL8adve6vSD4jSwg ) 频道分享你的建议与问题。你也可以通过 [FAQ ](https://milvus.io/cn/docs/performance_faq.md ) 页面，查看常见问题及解答。
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订阅 Milvus 邮件：
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- [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 )
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关注 Milvus 社交媒体：
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- [知乎 ](https://www.zhihu.com/org/zilliz-11 )
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- [CSDN ](http://zilliz.blog.csdn.net/ )
- [Bilibili ](http://space.bilibili.com/478166626 )
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- [Medium ](https://medium.com/@milvusio )
- [Twitter ](https://twitter.com/milvusio )
- [Youtube ](https://www.youtube.com/channel/UCMCo_F7pKjMHBlfyxwOPw-g )
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- Zilliz 技术交流微信群
2021-04-20 13:53:56 +08:00
2023-12-27 16:39:35 +08:00
< img src = "https://assets.zilliz.com/wechat_2abac21f5a.png?v=1" alt = "Wechat QR Code" >
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## 加入我们
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Zilliz 是 Milvus 项目的幕后公司。我们正在 [招聘 ](https://app.mokahr.com/apply/zilliz/37974#/ ) 算法、开发和全栈工程师。欢迎加入我们，让我们携手构建下一代的开源数据基础软件。
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## 引用
如需在研究论文中使用 Milvus， ：
```
@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}
}
```
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## 特别感谢
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Milvus 采用了以下依赖库:
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- 感谢 [FAISS ](https://github.com/facebookresearch/faiss ) 相似性检索库。
- 感谢开源键值存储 [etcd ](https://github.com/coreos/etcd )。
- 感谢分布式信息发布/订阅平台 [Pulsar ](https://github.com/apache/pulsar )。
- 感谢存储引擎 [RocksDB ](https://github.com/facebook/rocksdb )。
