2022-01-26 15:23:41 +08:00
< img src = "https://repository-images.githubusercontent.com/208728772/998c09ca-cfa6-4c01-ac75-3dfad7f4862b" alt = "Milvus banner" >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< div class = "column" align = "middle" >
2021-09-13 20:54:58 +08:00
< a href = "https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ" >
< 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" / >
2021-06-17 15:45:59 +08:00
< / div >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
# 欢迎来到 Milvus
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
## Milvus 是什么
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
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。
2021-04-20 13:53:56 +08:00
2021-10-05 11:21:17 +08:00
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 )。
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
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。
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
## 产品亮点
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< 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 >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< details >
< summary > < b > 简化的非结构化数据管理< / b > < / summary >
2021-07-13 14:32:57 +08:00
< 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 >
2021-06-17 15:45:59 +08:00
< / details >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< 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 >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< 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 >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< details >
< summary > < b > 混合查询< / b > < / summary >
2021-07-13 14:32:57 +08:00
除了向量以外，
2021-06-17 15:45:59 +08:00
< / details >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< 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 >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
< details >
< summary > < b > 广受社区支持和业界认可< / b > < / summary >
2021-09-28 13:12:03 +08:00
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。
2021-06-17 15:45:59 +08:00
< / details >
2021-04-20 13:53:56 +08:00
2021-06-28 16:30:17 +08:00
## 快速开始
2021-04-20 13:53:56 +08:00
2021-09-24 18:42:05 +08:00
### 启动 Milvus
2021-04-20 13:53:56 +08:00
2021-09-24 18:42:05 +08:00
- [安装 Milvus 单机版 ](https://milvus.io/cn/docs/v2.0.0/install_standalone-docker.md )
2021-04-20 13:53:56 +08:00
2021-09-24 18:42:05 +08:00
- [安装 Milvus 分布式版本 ](https://milvus.io/cn/docs/v2.0.0/install_cluster-docker.md )
2021-06-17 15:45:59 +08:00
2021-09-24 18:42:05 +08:00
### 源码编译 Milvus
2021-06-17 15:45:59 +08:00
2021-09-29 14:19:59 +08:00
请先安装相关依赖。
```
2022-08-01 14:28:33 +08:00
go: 1.18
2021-09-29 14:19:59 +08:00
cmake: >=3.18
gcc: 7.5
2021-11-03 19:37:09 +08:00
protobuf: >=3.7
2021-09-29 14:19:59 +08:00
```
克隆 Milvus 项目并编译。
2021-06-17 15:45:59 +08:00
```bash
2021-09-26 12:57:58 +08:00
# 克隆项目
2021-06-17 15:45:59 +08:00
$ git clone https://github.com/milvus-io/milvus.git
2021-09-26 12:57:58 +08:00
# 安装第三方依赖
2021-06-28 16:30:17 +08:00
$ cd milvus/
2021-06-17 15:45:59 +08:00
$ ./scripts/install_deps.sh
2021-09-26 12:57:58 +08:00
# 编译 Milvus 单机版
2021-06-22 18:44:08 +08:00
$ make milvus
2021-06-17 15:45:59 +08:00
```
2021-11-05 14:03:08 +08:00
获取更多内容，请阅读 [开发者文档 ](https://github.com/milvus-io/milvus/blob/master/DEVELOPMENT.md )。
2021-06-17 15:45:59 +08:00
2021-06-25 00:20:10 +08:00
> **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（ ）
2021-06-17 15:45:59 +08:00
## Milvus 2.0：功能增加、性能升级
2021-06-25 00:20:10 +08:00
详见 [Milvus 2.0 vs. 1.x ](https://github.com/milvus-io/milvus/blob/master/milvus20vs1x.md ) 。
2021-06-17 15:45:59 +08:00
## 入门指南
### 应用场景
< table >
< tr >
< td width = "30%" >
2022-02-24 11:29:52 +08:00
< a href = "https://milvus.io/milvus-demos" >
2021-10-01 09:03:25 +08:00
< img src = "https://assets.zilliz.com/image_search_59a64e4f22.gif" / >
2021-06-17 15:45:59 +08:00
< / a >
< / td >
< td width = "30%" >
2022-02-24 11:29:52 +08:00
< a href = "https://milvus.io/milvus-demos" >
2021-10-01 09:03:25 +08:00
< img src = "https://assets.zilliz.com/qa_df5ee7bd83.gif" / >
2021-06-17 15:45:59 +08:00
< / a >
< / td >
< td width = "30%" >
2022-02-24 11:29:52 +08:00
< a href = "https://milvus.io/milvus-demos" >
2021-10-01 09:03:25 +08:00
< img src = "https://assets.zilliz.com/mole_search_76f8340572.gif" / >
2021-06-17 15:45:59 +08:00
< / a >
< / td >
< / tr >
< tr >
< th >
2022-02-24 11:29:52 +08:00
< a href = "https://milvus.io/milvus-demos" > 以图搜图系统< / a >
2021-06-17 15:45:59 +08:00
< / th >
< th >
2022-02-24 11:29:52 +08:00
< a href = "https://milvus.io/milvus-demos" > 智能问答机器人< / a >
2021-06-17 15:45:59 +08:00
< / th >
< th >
2022-02-24 11:29:52 +08:00
< a href = "https://milvus.io/milvus-demos" > 分子式检索系统< / a >
2021-06-17 15:45:59 +08:00
< / th >
< / tr >
< / table >
2021-06-25 00:20:10 +08:00
#### 以图搜图系统
2021-06-17 15:45:59 +08:00
2021-06-25 00:20:10 +08:00
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。
2021-06-17 15:45:59 +08:00
## 训练营
2021-08-12 18:10:10 +08:00
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。
2021-06-17 15:45:59 +08:00
## 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。
2021-06-29 19:24:15 +08:00
### All contributors
2021-06-29 17:14:14 +08:00
2021-09-14 08:08:32 +08:00
< br > <!-- Do not remove start of hero - bot -->
2023-03-14 20:01:01 +08:00
< img src = "https://img.shields.io/badge/all--contributors-278-orange" > < br >
2021-10-08 08:09:28 +08:00
< a href = "https://github.com/0xflotus" > < img src = "https://avatars.githubusercontent.com/u/26602940?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2022-04-11 20:00:47 +08:00
< a href = "https://github.com/AliDotS" > < img src = "https://avatars.githubusercontent.com/u/33119433?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/AllenYu1987" > < img src = "https://avatars.githubusercontent.com/u/12489985?v=4" width = "30px" / > < / a >
2022-03-01 20:05:38 +08:00
< a href = "https://github.com/Anosh21" > < img src = "https://avatars.githubusercontent.com/u/90505226?v=4" width = "30px" / > < / a >
2022-11-21 20:00:59 +08:00
< a href = "https://github.com/AnthonyTsu1984" > < img src = "https://avatars.githubusercontent.com/u/115786031?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/Aredcap" > < img src = "https://avatars.githubusercontent.com/u/40494761?v=4" width = "30px" / > < / a >
2022-09-21 20:01:11 +08:00
< a href = "https://github.com/Arya0812" > < img src = "https://avatars.githubusercontent.com/u/114047052?v=4" width = "30px" / > < / a >
2021-09-30 08:09:15 +08:00
< a href = "https://github.com/BUPTAnderson" > < img src = "https://avatars.githubusercontent.com/u/13449703?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/Biki-das" > < img src = "https://avatars.githubusercontent.com/u/72331432?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/BossZou" > < img src = "https://avatars.githubusercontent.com/u/40255591?v=4" width = "30px" / > < / a >
< a href = "https://github.com/Chisdo" > < img src = "https://avatars.githubusercontent.com/u/36720318?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/ChunelFeng" > < img src = "https://avatars.githubusercontent.com/u/37905059?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2021-10-03 08:10:31 +08:00
< a href = "https://github.com/Deep1Shikha" > < img src = "https://avatars.githubusercontent.com/u/47516502?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/DerekChia" > < img src = "https://avatars.githubusercontent.com/u/1457728?v=4" width = "30px" / > < / a >
2021-12-28 20:00:44 +08:00
< a href = "https://github.com/DingQK" > < img src = "https://avatars.githubusercontent.com/u/58072531?v=4" width = "30px" / > < / a >
2021-10-02 20:05:02 +08:00
< a href = "https://github.com/DiptoChakrabarty" > < img src = "https://avatars.githubusercontent.com/u/45638240?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/Emma-Song" > < img src = "https://avatars.githubusercontent.com/u/64460989?v=4" width = "30px" / > < / a >
2022-06-13 20:01:01 +08:00
< a href = "https://github.com/EricStarer" > < img src = "https://avatars.githubusercontent.com/u/34002927?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2021-09-16 20:04:43 +08:00
< a href = "https://github.com/Giriraj-Roy" > < img src = "https://avatars.githubusercontent.com/u/88903134?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2021-10-15 20:05:05 +08:00
< a href = "https://github.com/GuyKh" > < img src = "https://avatars.githubusercontent.com/u/3136012?v=4" width = "30px" / > < / a >
2021-10-08 20:04:45 +08:00
< a href = "https://github.com/Hard-Coder05" > < img src = "https://avatars.githubusercontent.com/u/54059881?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2022-04-29 20:00:46 +08:00
< a href = "https://github.com/JadeFlute0127" > < img src = "https://avatars.githubusercontent.com/u/35321989?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/Javajava1" > < img src = "https://avatars.githubusercontent.com/u/29594737?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/JinHai-CN" > < img src = "https://avatars.githubusercontent.com/u/33142505?v=4" width = "30px" / > < / a >
2022-05-04 20:01:02 +08:00
< a href = "https://github.com/Juneezee" > < img src = "https://avatars.githubusercontent.com/u/20135478?v=4" width = "30px" / > < / a >
2023-01-06 20:00:52 +08:00
< a href = "https://github.com/KubrickLiu" > < img src = "https://avatars.githubusercontent.com/u/24795136?v=4" width = "30px" / > < / a >
2023-02-12 08:01:38 +08:00
< a href = "https://github.com/Leslie-Wong-H" > < img src = "https://avatars.githubusercontent.com/u/27696701?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/LoveEachDay" > < img src = "https://avatars.githubusercontent.com/u/1573213?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/MXDA" > < img src = "https://avatars.githubusercontent.com/u/47274057?v=4" width = "30px" / > < / a >
2022-11-03 20:00:42 +08:00
< a href = "https://github.com/MrPresent-Han" > < img src = "https://avatars.githubusercontent.com/u/116052805?v=4" width = "30px" / > < / a >
2021-10-14 20:05:50 +08:00
< a href = "https://github.com/NavanshGoel" > < img src = "https://avatars.githubusercontent.com/u/74401713?v=4" width = "30px" / > < / a >
2022-07-15 20:00:44 +08:00
< a href = "https://github.com/NicoYuan1986" > < img src = "https://avatars.githubusercontent.com/u/109071306?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/NotRyan" > < img src = "https://avatars.githubusercontent.com/u/5742796?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/PahudPlus" > < img src = "https://avatars.githubusercontent.com/u/64403786?v=4" width = "30px" / > < / a >
2022-09-13 20:00:58 +08:00
< a href = "https://github.com/Presburger" > < img src = "https://avatars.githubusercontent.com/u/49336176?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/QipengZhou" > < img src = "https://avatars.githubusercontent.com/u/5410298?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/RafaelDSS" > < img src = "https://avatars.githubusercontent.com/u/27598602?v=4" width = "30px" / > < / a >
2022-07-18 20:01:10 +08:00
< a href = "https://github.com/RangerCD" > < img src = "https://avatars.githubusercontent.com/u/6872198?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/ReigenAraka" > < img src = "https://avatars.githubusercontent.com/u/57280231?v=4" width = "30px" / > < / a >
2022-06-21 20:06:51 +08:00
< a href = "https://github.com/RosieZhang12" > < img src = "https://avatars.githubusercontent.com/u/106942883?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2021-10-08 20:04:45 +08:00
< a href = "https://github.com/SarthakJain26" > < img src = "https://avatars.githubusercontent.com/u/45846277?v=4" width = "30px" / > < / a >
2022-05-10 20:00:51 +08:00
< a href = "https://github.com/SimFG" > < img src = "https://avatars.githubusercontent.com/u/21985684?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2022-10-10 20:01:04 +08:00
< a href = "https://github.com/Spnetic-5" > < img src = "https://avatars.githubusercontent.com/u/66636289?v=4" width = "30px" / > < / a >
2023-01-12 20:10:38 +08:00
< a href = "https://github.com/Sunt-ing" > < img src = "https://avatars.githubusercontent.com/u/43040147?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/SwaggySong" > < img src = "https://avatars.githubusercontent.com/u/36157116?v=4" width = "30px" / > < / a >
2022-06-08 20:01:01 +08:00
< a href = "https://github.com/Thor-ChenBiao" > < img src = "https://avatars.githubusercontent.com/u/104345188?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
2022-02-08 08:01:04 +08:00
< a href = "https://github.com/Writtic" > < img src = "https://avatars.githubusercontent.com/u/11371498?v=4" width = "30px" / > < / a >
2021-12-21 08:00:55 +08:00
< a href = "https://github.com/Xieql" > < img src = "https://avatars.githubusercontent.com/u/45359033?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
< a href = "https://github.com/YiyunNi" > < img src = "https://avatars.githubusercontent.com/u/74396087?v=4" width = "30px" / > < / a >
< a href = "https://github.com/Yukikaze-CZR" > < img src = "https://avatars.githubusercontent.com/u/48198922?v=4" width = "30px" / > < / a >
2022-06-15 20:01:07 +08:00
< a href = "https://github.com/Zach41" > < img src = "https://avatars.githubusercontent.com/u/3941604?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/ZhaoBQ" > < img src = "https://avatars.githubusercontent.com/u/35092554?v=4" width = "30px" / > < / a >
2022-03-29 20:13:27 +08:00
< a href = "https://github.com/aakejiang" > < img src = "https://avatars.githubusercontent.com/u/68629395?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/aaronjin2010" > < img src = "https://avatars.githubusercontent.com/u/48044391?v=4" width = "30px" / > < / a >
2022-01-05 20:00:50 +08:00
< a href = "https://github.com/aharonh" > < img src = "https://avatars.githubusercontent.com/u/350928?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/akihoni" > < img src = "https://avatars.githubusercontent.com/u/36330442?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/alwayslove2013" > < img src = "https://avatars.githubusercontent.com/u/22510720?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/anchun" > < img src = "https://avatars.githubusercontent.com/u/2356895?v=4" width = "30px" / > < / a >
2022-08-03 08:01:21 +08:00
< a href = "https://github.com/aoiasd" > < img src = "https://avatars.githubusercontent.com/u/45024769?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/ashyshyshyman" > < img src = "https://avatars.githubusercontent.com/u/50362613?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/avats-dev" > < img src = "https://avatars.githubusercontent.com/u/35889327?v=4" width = "30px" / > < / a >
2022-04-24 20:00:34 +08:00
< a href = "https://github.com/avsolatorio" > < img src = "https://avatars.githubusercontent.com/u/3009596?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/become-nice" > < img src = "https://avatars.githubusercontent.com/u/56624819?v=4" width = "30px" / > < / a >
< a href = "https://github.com/bigsheeper" > < img src = "https://avatars.githubusercontent.com/u/42060877?v=4" width = "30px" / > < / a >
< a href = "https://github.com/binbin12580" > < img src = "https://avatars.githubusercontent.com/u/30914966?v=4" width = "30px" / > < / a >
< a href = "https://github.com/binbinlv" > < img src = "https://avatars.githubusercontent.com/u/83755740?v=4" width = "30px" / > < / a >
< a href = "https://github.com/bo-huang" > < img src = "https://avatars.githubusercontent.com/u/24309515?v=4" width = "30px" / > < / a >
< a href = "https://github.com/caosiyang" > < img src = "https://avatars.githubusercontent.com/u/2155120?v=4" width = "30px" / > < / a >
2022-03-01 20:05:38 +08:00
< a href = "https://github.com/carawaylj" > < img src = "https://avatars.githubusercontent.com/u/69145751?v=4" width = "30px" / > < / a >
2023-02-08 20:09:41 +08:00
< a href = "https://github.com/chasingegg" > < img src = "https://avatars.githubusercontent.com/u/18375889?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/chengpu" > < img src = "https://avatars.githubusercontent.com/u/2233492?v=4" width = "30px" / > < / a >
2022-02-10 20:00:51 +08:00
< a href = "https://github.com/chensanle" > < img src = "https://avatars.githubusercontent.com/u/31087327?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/chenxingqiang" > < img src = "https://avatars.githubusercontent.com/u/12387235?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/chinamcafee" > < img src = "https://avatars.githubusercontent.com/u/3439961?v=4" width = "30px" / > < / a >
2022-10-27 20:00:56 +08:00
< a href = "https://github.com/chuangfengwang" > < img src = "https://avatars.githubusercontent.com/u/24692397?v=4" width = "30px" / > < / a >
2022-07-15 20:00:44 +08:00
< a href = "https://github.com/cjrh" > < img src = "https://avatars.githubusercontent.com/u/480395?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/claireyuw" > < img src = "https://avatars.githubusercontent.com/u/83751381?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/codacy-badger" > < img src = "https://avatars.githubusercontent.com/u/23704769?v=4" width = "30px" / > < / a >
< a href = "https://github.com/codenoid" > < img src = "https://avatars.githubusercontent.com/u/14269809?v=4" width = "30px" / > < / a >
< a href = "https://github.com/congqixia" > < img src = "https://avatars.githubusercontent.com/u/84113973?v=4" width = "30px" / > < / a >
2022-01-28 20:00:57 +08:00
< a href = "https://github.com/corest" > < img src = "https://avatars.githubusercontent.com/u/1071648?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/cqy123456" > < img src = "https://avatars.githubusercontent.com/u/39671710?v=4" width = "30px" / > < / a >
< a href = "https://github.com/cxie" > < img src = "https://avatars.githubusercontent.com/u/653101?v=4" width = "30px" / > < / a >
2021-12-21 08:00:55 +08:00
< a href = "https://github.com/cxytz01" > < img src = "https://avatars.githubusercontent.com/u/18002438?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/cydrain" > < img src = "https://avatars.githubusercontent.com/u/3992404?v=4" width = "30px" / > < / a >
< a href = "https://github.com/czhen-zilliz" > < img src = "https://avatars.githubusercontent.com/u/83751452?v=4" width = "30px" / > < / a >
< a href = "https://github.com/czpmango" > < img src = "https://avatars.githubusercontent.com/u/26356194?v=4" width = "30px" / > < / a >
< a href = "https://github.com/czs007" > < img src = "https://avatars.githubusercontent.com/u/59249785?v=4" width = "30px" / > < / a >
2022-03-11 20:00:53 +08:00
< a href = "https://github.com/dariocurr" > < img src = "https://avatars.githubusercontent.com/u/48800335?v=4" width = "30px" / > < / a >
2022-08-11 20:01:12 +08:00
< a href = "https://github.com/datenhahn" > < img src = "https://avatars.githubusercontent.com/u/13999666?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/dd-He" > < img src = "https://avatars.githubusercontent.com/u/24242249?v=4" width = "30px" / > < / a >
< a href = "https://github.com/dddddai" > < img src = "https://avatars.githubusercontent.com/u/41563853?v=4" width = "30px" / > < / a >
< a href = "https://github.com/del-zhenwu" > < img src = "https://avatars.githubusercontent.com/u/56623710?v=4" width = "30px" / > < / a >
2021-10-02 20:05:02 +08:00
< a href = "https://github.com/donno2048" > < img src = "https://avatars.githubusercontent.com/u/61805754?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/douglarek" > < img src = "https://avatars.githubusercontent.com/u/1488134?v=4" width = "30px" / > < / a >
2022-03-09 20:00:40 +08:00
< a href = "https://github.com/drow931" > < img src = "https://avatars.githubusercontent.com/u/11514434?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/dvzubarev" > < img src = "https://avatars.githubusercontent.com/u/14878830?v=4" width = "30px" / > < / a >
< a href = "https://github.com/dyhyfu" > < img src = "https://avatars.githubusercontent.com/u/64584368?v=4" width = "30px" / > < / a >
2021-09-28 20:05:03 +08:00
< a href = "https://github.com/elfisworking" > < img src = "https://avatars.githubusercontent.com/u/37609214?v=4" width = "30px" / > < / a >
2022-12-02 20:00:37 +08:00
< a href = "https://github.com/eliassama" > < img src = "https://avatars.githubusercontent.com/u/79587688?v=4" width = "30px" / > < / a >
2022-06-24 20:00:49 +08:00
< a href = "https://github.com/elstic" > < img src = "https://avatars.githubusercontent.com/u/48523564?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/erdustiggen" > < img src = "https://avatars.githubusercontent.com/u/25433850?v=4" width = "30px" / > < / a >
< a href = "https://github.com/feisiyicl" > < img src = "https://avatars.githubusercontent.com/u/64510805?v=4" width = "30px" / > < / a >
< a href = "https://github.com/filip-halt" > < img src = "https://avatars.githubusercontent.com/u/81822489?v=4" width = "30px" / > < / a >
2022-01-28 08:01:14 +08:00
< a href = "https://github.com/filipecaixeta" > < img src = "https://avatars.githubusercontent.com/u/1094052?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/fishpenguin" > < img src = "https://avatars.githubusercontent.com/u/49153041?v=4" width = "30px" / > < / a >
2022-01-31 20:01:01 +08:00
< a href = "https://github.com/freestsoul" > < img src = "https://avatars.githubusercontent.com/u/3909908?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/ggaaooppeenngg" > < img src = "https://avatars.githubusercontent.com/u/4769989?v=4" width = "30px" / > < / a >
< a href = "https://github.com/godchen0212" > < img src = "https://avatars.githubusercontent.com/u/67679556?v=4" width = "30px" / > < / a >
< a href = "https://github.com/goodhamgupta" > < img src = "https://avatars.githubusercontent.com/u/14368181?v=4" width = "30px" / > < / a >
2022-04-07 20:00:56 +08:00
< a href = "https://github.com/gouzil" > < img src = "https://avatars.githubusercontent.com/u/66515297?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/gracezzzzz" > < img src = "https://avatars.githubusercontent.com/u/56617657?v=4" width = "30px" / > < / a >
< a href = "https://github.com/grtoverflow" > < img src = "https://avatars.githubusercontent.com/u/8500564?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/gruebel" > < img src = "https://avatars.githubusercontent.com/u/33207684?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/gujun720" > < img src = "https://avatars.githubusercontent.com/u/53246671?v=4" width = "30px" / > < / a >
< a href = "https://github.com/guoxiangzhou" > < img src = "https://avatars.githubusercontent.com/u/52496626?v=4" width = "30px" / > < / a >
< a href = "https://github.com/hadim" > < img src = "https://avatars.githubusercontent.com/u/528003?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/haorenfsa" > < img src = "https://avatars.githubusercontent.com/u/15938850?v=4" width = "30px" / > < / a >
2023-03-14 20:01:01 +08:00
< a href = "https://github.com/huanghaoyuanhhy" > < img src = "https://avatars.githubusercontent.com/u/103482615?v=4" width = "30px" / > < / a >
2022-02-09 20:00:48 +08:00
< a href = "https://github.com/huangjincheng2022" > < img src = "https://avatars.githubusercontent.com/u/98305308?v=4" width = "30px" / > < / a >
2022-02-17 20:00:58 +08:00
< a href = "https://github.com/ibrahimhaddad" > < img src = "https://avatars.githubusercontent.com/u/1656002?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/ireneontheway5" > < img src = "https://avatars.githubusercontent.com/u/75291211?v=4" width = "30px" / > < / a >
2021-09-27 20:04:50 +08:00
< a href = "https://github.com/iynewz" > < img src = "https://avatars.githubusercontent.com/u/81401074?v=4" width = "30px" / > < / a >
2022-10-09 20:00:40 +08:00
< a href = "https://github.com/izapolsk" > < img src = "https://avatars.githubusercontent.com/u/21039333?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/jackyu2020" > < img src = "https://avatars.githubusercontent.com/u/64533877?v=4" width = "30px" / > < / a >
< a href = "https://github.com/jaelgu" > < img src = "https://avatars.githubusercontent.com/u/86251631?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/jaime0815" > < img src = "https://avatars.githubusercontent.com/u/4024711?v=4" width = "30px" / > < / a >
2023-01-17 20:00:43 +08:00
< a href = "https://github.com/jeffoverflow" > < img src = "https://avatars.githubusercontent.com/u/24581746?v=4" width = "30px" / > < / a >
2021-10-08 20:04:45 +08:00
< a href = "https://github.com/jeffreye" > < img src = "https://avatars.githubusercontent.com/u/1737680?v=4" width = "30px" / > < / a >
2021-11-29 15:58:13 +08:00
< a href = "https://github.com/jennyli-z" > < img src = "https://avatars.githubusercontent.com/u/93511422?v=4" width = "30px" / > < / a >
2022-05-07 08:01:09 +08:00
< a href = "https://github.com/jiaoew1991" > < img src = "https://avatars.githubusercontent.com/u/2297455?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/jielinxu" > < img src = "https://avatars.githubusercontent.com/u/52057195?v=4" width = "30px" / > < / a >
< a href = "https://github.com/jingkl" > < img src = "https://avatars.githubusercontent.com/u/34296482?v=4" width = "30px" / > < / a >
< a href = "https://github.com/jkx8fc" > < img src = "https://avatars.githubusercontent.com/u/31717785?v=4" width = "30px" / > < / a >
2022-04-18 20:00:33 +08:00
< a href = "https://github.com/john-h-luo" > < img src = "https://avatars.githubusercontent.com/u/67673717?v=4" width = "30px" / > < / a >
2021-10-08 20:04:45 +08:00
< a href = "https://github.com/kartikcho" > < img src = "https://avatars.githubusercontent.com/u/48270786?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/kateshaowanjou" > < img src = "https://avatars.githubusercontent.com/u/58837504?v=4" width = "30px" / > < / a >
2021-12-07 20:00:53 +08:00
< a href = "https://github.com/kilianovski" > < img src = "https://avatars.githubusercontent.com/u/22048793?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/lee-eve" > < img src = "https://avatars.githubusercontent.com/u/9720105?v=4" width = "30px" / > < / a >
< a href = "https://github.com/leonardokidd" > < img src = "https://avatars.githubusercontent.com/u/14940941?v=4" width = "30px" / > < / a >
2022-02-25 20:00:52 +08:00
< a href = "https://github.com/letian-jiang" > < img src = "https://avatars.githubusercontent.com/u/16740944?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/lhotari" > < img src = "https://avatars.githubusercontent.com/u/66864?v=4" width = "30px" / > < / a >
2022-09-29 20:00:40 +08:00
< a href = "https://github.com/liliu-z" > < img src = "https://avatars.githubusercontent.com/u/105927039?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/linchpinlin" > < img src = "https://avatars.githubusercontent.com/u/31131753?v=4" width = "30px" / > < / a >
2022-04-02 20:00:51 +08:00
< a href = "https://github.com/linhgao" > < img src = "https://avatars.githubusercontent.com/u/102851605?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/lixiangMindSpore" > < img src = "https://avatars.githubusercontent.com/u/78945582?v=4" width = "30px" / > < / a >
2022-12-27 20:00:51 +08:00
< a href = "https://github.com/locustbaby" > < img src = "https://avatars.githubusercontent.com/u/21237232?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/loguo" > < img src = "https://avatars.githubusercontent.com/u/15364733?v=4" width = "30px" / > < / a >
2022-05-10 20:00:51 +08:00
< a href = "https://github.com/longjiquan" > < img src = "https://avatars.githubusercontent.com/u/31589260?v=4" width = "30px" / > < / a >
2021-09-18 20:06:12 +08:00
< a href = "https://github.com/lsgrep" > < img src = "https://avatars.githubusercontent.com/u/3893940?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/lwglgy" > < img src = "https://avatars.githubusercontent.com/u/26682620?v=4" width = "30px" / > < / a >
< a href = "https://github.com/maclandrol" > < img src = "https://avatars.githubusercontent.com/u/5290110?v=4" width = "30px" / > < / a >
2022-12-19 20:01:12 +08:00
< a href = "https://github.com/maksspace" > < img src = "https://avatars.githubusercontent.com/u/9841409?v=4" width = "30px" / > < / a >
2022-08-31 20:00:45 +08:00
< a href = "https://github.com/matchyc" > < img src = "https://avatars.githubusercontent.com/u/57976772?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/matrixji" > < img src = "https://avatars.githubusercontent.com/u/183388?v=4" width = "30px" / > < / a >
< a href = "https://github.com/mausch" > < img src = "https://avatars.githubusercontent.com/u/95194?v=4" width = "30px" / > < / a >
< a href = "https://github.com/miia12" > < img src = "https://avatars.githubusercontent.com/u/22544815?v=4" width = "30px" / > < / a >
< a href = "https://github.com/mileyzjq" > < img src = "https://avatars.githubusercontent.com/u/37039827?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/milvus-ci-robot" > < img src = "https://avatars.githubusercontent.com/u/87847967?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/moe-of-faith" > < img src = "https://avatars.githubusercontent.com/u/5696721?v=4" width = "30px" / > < / a >
2022-06-30 20:00:54 +08:00
< a href = "https://github.com/mohitreddy1996" > < img src = "https://avatars.githubusercontent.com/u/11742913?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/nameczz" > < img src = "https://avatars.githubusercontent.com/u/20559208?v=4" width = "30px" / > < / a >
< a href = "https://github.com/natoka" > < img src = "https://avatars.githubusercontent.com/u/1751024?v=4" width = "30px" / > < / a >
2022-08-16 20:01:10 +08:00
< a href = "https://github.com/nexttonever" > < img src = "https://avatars.githubusercontent.com/u/31059690?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/neza2017" > < img src = "https://avatars.githubusercontent.com/u/34152706?v=4" width = "30px" / > < / a >
< a href = "https://github.com/op-hunter" > < img src = "https://avatars.githubusercontent.com/u/5617677?v=4" width = "30px" / > < / a >
2022-05-20 20:01:02 +08:00
< a href = "https://github.com/ownbylichaobao" > < img src = "https://avatars.githubusercontent.com/u/37684963?v=4" width = "30px" / > < / a >
2021-09-22 20:05:08 +08:00
< a href = "https://github.com/parsa-ra" > < img src = "https://avatars.githubusercontent.com/u/11356471?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/pengjeck" > < img src = "https://avatars.githubusercontent.com/u/14035577?v=4" width = "30px" / > < / a >
< a href = "https://github.com/phantom8548" > < img src = "https://avatars.githubusercontent.com/u/11576622?v=4" width = "30px" / > < / a >
2022-08-13 08:01:31 +08:00
< a href = "https://github.com/psc0606" > < img src = "https://avatars.githubusercontent.com/u/7888889?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/qbzenker" > < img src = "https://avatars.githubusercontent.com/u/51972064?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/rahulmistri1997" > < img src = "https://avatars.githubusercontent.com/u/58909377?v=4" width = "30px" / > < / a >
2021-09-27 20:04:50 +08:00
< a href = "https://github.com/ronnie-llamado" > < img src = "https://avatars.githubusercontent.com/u/35092029?v=4" width = "30px" / > < / a >
2022-04-02 20:00:51 +08:00
< a href = "https://github.com/saisona" > < img src = "https://avatars.githubusercontent.com/u/10884762?v=4" width = "30px" / > < / a >
2021-10-11 20:06:34 +08:00
< a href = "https://github.com/sapora1" > < img src = "https://avatars.githubusercontent.com/u/59124772?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/scipe" > < img src = "https://avatars.githubusercontent.com/u/3996622?v=4" width = "30px" / > < / a >
2022-02-21 20:00:40 +08:00
< a href = "https://github.com/scsven" > < img src = "https://avatars.githubusercontent.com/u/100122127?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/seo-jinBro" > < img src = "https://avatars.githubusercontent.com/u/17746814?v=4" width = "30px" / > < / a >
< a href = "https://github.com/shana0325" > < img src = "https://avatars.githubusercontent.com/u/33335490?v=4" width = "30px" / > < / a >
< a href = "https://github.com/shanghaikid" > < img src = "https://avatars.githubusercontent.com/u/185051?v=4" width = "30px" / > < / a >
< a href = "https://github.com/shengjh" > < img src = "https://avatars.githubusercontent.com/u/46514371?v=4" width = "30px" / > < / a >
< a href = "https://github.com/shengjun1985" > < img src = "https://avatars.githubusercontent.com/u/49774184?v=4" width = "30px" / > < / a >
< a href = "https://github.com/shiyu09" > < img src = "https://avatars.githubusercontent.com/u/39143280?v=4" width = "30px" / > < / a >
< a href = "https://github.com/shiyu22" > < img src = "https://avatars.githubusercontent.com/u/53459423?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< a href = "https://github.com/sileht" > < img src = "https://avatars.githubusercontent.com/u/200878?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/siriusctrl" > < img src = "https://avatars.githubusercontent.com/u/26541600?v=4" width = "30px" / > < / a >
2022-10-19 20:01:07 +08:00
< a href = "https://github.com/smellthemoon" > < img src = "https://avatars.githubusercontent.com/u/64083300?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 >
2021-10-14 20:05:50 +08:00
< a href = "https://github.com/sreyan-ghosh" > < img src = "https://avatars.githubusercontent.com/u/60854658?v=4" width = "30px" / > < / a >
2021-09-14 08:08:32 +08:00
< 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 >
2022-10-10 20:01:04 +08:00
< a href = "https://github.com/tbickford" > < img src = "https://avatars.githubusercontent.com/u/814232?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 >
< 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 >
2021-07-08 16:03:20 +08:00
< 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 >
2021-07-08 16:03:20 +08:00
< 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 >
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 >
2021-07-08 16:03:20 +08:00
< 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 >
2022-05-11 20:01:09 +08:00
< a href = "https://github.com/wxyucs" > < img src = "https://avatars.githubusercontent.com/u/12595343?v=4" width = "30px" / > < / a >
2021-10-16 20:04:55 +08:00
< a href = "https://github.com/wxywb" > < img src = "https://avatars.githubusercontent.com/u/5432721?v=4" width = "30px" / > < / a >
2022-07-15 20:00:44 +08:00
< a href = "https://github.com/wzymumon" > < img src = "https://avatars.githubusercontent.com/u/46886508?v=4" width = "30px" / > < / a >
2021-07-13 15:02:54 +08:00
< 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 >
2021-09-27 20:04:50 +08:00
< a href = "https://github.com/xiaohu4313888" > < img src = "https://avatars.githubusercontent.com/u/39088547?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< a href = "https://github.com/xige-16" > < img src = "https://avatars.githubusercontent.com/u/20124155?v=4" width = "30px" / > < / a >
2022-03-24 20:01:02 +08:00
< a href = "https://github.com/xiyichan" > < img src = "https://avatars.githubusercontent.com/u/34647972?v=4" width = "30px" / > < / a >
2021-07-08 16:03:20 +08:00
< 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 >
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 >
2022-07-08 20:00:48 +08:00
< 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 >
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 >
< a href = "https://github.com/yxm1536" > < img src = "https://avatars.githubusercontent.com/u/62009483?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 >
2021-07-08 16:03:20 +08:00
< 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 >
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 >
2021-09-14 08:08:32 +08:00
<!-- Do not remove end of hero - bot --> < br >
2021-06-24 17:05:17 +08:00
2021-06-17 15:45:59 +08:00
## Milvus 文档
2021-09-27 09:41:57 +08:00
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 ).
2021-07-02 16:46:18 +08:00
2021-06-17 15:45:59 +08:00
### SDK
2021-09-09 18:04:05 +08:00
- [PyMilvus ](https://github.com/milvus-io/pymilvus )
2021-09-24 11:52:02 +08:00
- [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)
2022-02-12 18:15:47 +08:00
- [Cpp SDK ](https://github.com/milvus-io/milvus-sdk-cpp )(开发中)
2021-08-27 17:25:57 +08:00
- [Node SDK ](https://github.com/milvus-io/milvus-sdk-node )
2021-06-17 15:45:59 +08:00
2022-05-04 19:13:51 +08:00
### Attu
2021-09-29 10:02:05 +08:00
2022-05-04 19:13:51 +08:00
Attu 提供了好用的图形化界面，
2021-10-11 21:00:31 +08:00
- [快速开始 ](https://github.com/zilliztech/milvus-insight#quick-start )
2021-09-29 10:02:05 +08:00
2021-06-17 15:45:59 +08:00
## 社区
2021-09-28 09:58:03 +08:00
欢迎加入 [Slack ](https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ ) 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。
2021-06-17 15:45:59 +08:00
订阅 Milvus 邮件：
2021-04-20 13:53:56 +08:00
2021-06-25 00:20:10 +08:00
- [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 )
2021-04-20 13:53:56 +08:00
2021-06-25 00:20:10 +08:00
关注 Milvus 社交媒体：
2021-04-20 13:53:56 +08:00
2021-10-01 09:03:25 +08:00
- [知乎 ](https://www.zhihu.com/org/zilliz-11 )
2021-06-17 15:45:59 +08:00
- [CSDN ](http://zilliz.blog.csdn.net/ )
- [Bilibili ](http://space.bilibili.com/478166626 )
2021-10-04 08:41:55 +08:00
- [Medium ](https://medium.com/@milvusio )
- [Twitter ](https://twitter.com/milvusio )
- [Youtube ](https://www.youtube.com/channel/UCMCo_F7pKjMHBlfyxwOPw-g )
2021-06-17 15:45:59 +08:00
- Zilliz 技术交流微信群
2021-04-20 13:53:56 +08:00
2021-09-30 10:56:03 +08:00
< img src = "https://assets.zilliz.com/wechat_2abac21f5a.png" alt = "Wechat QR Code" >
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
## 加入我们
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
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。
2021-04-20 13:53:56 +08:00
2021-06-25 00:20:10 +08:00
## 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}
}
```
2021-06-17 15:45:59 +08:00
## 特别感谢
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
Milvus 采用了以下依赖库:
2021-04-20 13:53:56 +08:00
2021-06-17 15:45:59 +08:00
- 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 )。
