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* General proto api for NNS libraries Signed-off-by: groot <yihua.mo@zilliz.com> * refactor confadapter Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * fix unittest failures Signed-off-by: groot <yihua.mo@zilliz.com> * update test_add Signed-off-by: zhenwu <zw@zilliz.com> * update knowhere Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * update test cases Signed-off-by: Xiaohai Xu <xiaohaix@student.unimelb.edu.au> * Update cases * C++ sdk for json parameters Signed-off-by: groot <yihua.mo@zilliz.com> * update unittest Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * fix unittest failures Signed-off-by: groot <yihua.mo@zilliz.com> * fix case Signed-off-by: del-zhenwu <zw@zilliz.com> * modify test_index.py Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * update Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * update sptag Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * update... Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * Build Pass Signed-off-by: xiaojun.lin <xiaojun.lin@zilliz.com> * knowhere/wrapper ut pass Signed-off-by: xiaojun.lin <xiaojun.lin@zilliz.com> * update util Signed-off-by: Xiaohai Xu <xiaohaix@student.unimelb.edu.au> * fix wal case Signed-off-by: del-zhenwu <zw@zilliz.com> * modify test_search_vectors Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * update ci Signed-off-by: del-zhenwu <zw@zilliz.com> * update util Signed-off-by: Xiaohai Xu <xiaohaix@student.unimelb.edu.au> * modify test_search_vectoes Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * add hnsw in http module & modify index apis Signed-off-by: Yhz <yinghao.zou@zilliz.com> * modify search in http module Signed-off-by: Yhz <yinghao.zou@zilliz.com> * fix build error Signed-off-by: groot <yihua.mo@zilliz.com> * fix typo in test_index and test_search Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * update... Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * index apis in http module done Signed-off-by: Yhz <yinghao.zou@zilliz.com> * fix build index bug Signed-off-by: groot <yihua.mo@zilliz.com> * search apis unittest pass Signed-off-by: Yhz <yinghao.zou@zilliz.com> * web test pass Signed-off-by: Yhz <yinghao.zou@zilliz.com> * update confadapter Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * update util Signed-off-by: Xiaohai Xu <xiaohaix@student.unimelb.edu.au> * code format Signed-off-by: groot <yihua.mo@zilliz.com> * code format Signed-off-by: groot <yihua.mo@zilliz.com> * fix vectors results bug (fix #1476) Signed-off-by: Yhz <yinghao.zou@zilliz.com> * clang format Signed-off-by: Yhz <yinghao.zou@zilliz.com> * update test Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * fix unittest Signed-off-by: groot <yihua.mo@zilliz.com> * add test_config Signed-off-by: Xiaohai Xu <xiaohaix@student.unimelb.edu.au> * add log Signed-off-by: groot <yihua.mo@zilliz.com> * fix a build error Signed-off-by: groot <yihua.mo@zilliz.com> * add invalid param search test Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * fix range check Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * cpmpact/flush case passed Signed-off-by: del-zhenwu <zhenxiang.li@zilliz.com> * fix unittest failures Signed-off-by: groot <yihua.mo@zilliz.com> * fix unittest failures Signed-off-by: groot <yihua.mo@zilliz.com> * fix unittest failures Signed-off-by: groot <yihua.mo@zilliz.com> * validate json parameters in request Signed-off-by: groot <yihua.mo@zilliz.com> * add unittest cases Signed-off-by: groot <yihua.mo@zilliz.com> * update test index/search Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * update test_config Signed-off-by: sahuang <xiaohaix@student.unimelb.edu.au> * fix Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * support nsg and ivf-nlist Signed-off-by: Nicky <nicky.xj.lin@gmail.com> * update Signed-off-by: xiaojun.lin <xiaojun.lin@zilliz.com> * fix validation bug Signed-off-by: groot <yihua.mo@zilliz.com> * fix python test bug Signed-off-by: groot <yihua.mo@zilliz.com> * fix python test bug Signed-off-by: groot <yihua.mo@zilliz.com> * fix python test bug Signed-off-by: groot <yihua.mo@zilliz.com> * fix python test bug Signed-off-by: groot <yihua.mo@zilliz.com> * code format Signed-off-by: groot <yihua.mo@zilliz.com> * fix python test failure Signed-off-by: groot <yihua.mo@zilliz.com> * remove rnsg cases Signed-off-by: zhenwu <zw@zilliz.com> * fix python test failure Signed-off-by: groot <yihua.mo@zilliz.com> * Update changelog Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Fix typo Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * add pq to test_index && multithread test Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * add pq to test_search Signed-off-by: shengjh <jianghong.sheng@zilliz.com> * Fix format Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Update CHANGELOG Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Fix compiling error Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Fix compiling error Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * fix config bug Signed-off-by: groot <yihua.mo@zilliz.com> * code format Signed-off-by: groot <yihua.mo@zilliz.com> * fix config test Signed-off-by: xiaojun.lin <xiaojun.lin@zilliz.com> * Update CHANGELOG.md Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Update CHANGELOG.md Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * disable config test case Signed-off-by: zhenwu <zw@zilliz.com> Co-authored-by: Nicky <nicky.xj.lin@gmail.com> Co-authored-by: zhenwu <zw@zilliz.com> Co-authored-by: Xiaohai Xu <xiaohaix@student.unimelb.edu.au> Co-authored-by: shengjh <jianghong.sheng@zilliz.com> Co-authored-by: xiaojun.lin <xiaojun.lin@zilliz.com> Co-authored-by: Yhz <yinghao.zou@zilliz.com> Co-authored-by: del-zhenwu <zhenxiang.li@zilliz.com> Co-authored-by: JinHai-CN <hai.jin@zilliz.com>
What is Milvus
Milvus is an open source vector similarity search engine. Built with heterogeneous computing architecture for the best cost efficiency. Searches over billion-scale vectors take only milliseconds with minimum computing resources.
For more detailed introduction of Milvus and its architecture, see Milvus overview.
Keep up-to-date with newest releases and latest updates by reading Milvus release notes.
Roadmap
To learn what's coming up soon in Milvus, read our Roadmap.
It is a Work in Progress, and is subject to reasonable adjustments when necessary. And we greatly welcome any comments/requirements/suggestions regarding Milvus roadmap.👏
Application scenarios
Milvus is broadly applicable to a variety of areas. Below screenshot showcases our content-based image retrieval demo system built based on Milvus and VGG.
To explore more Milvus solutions and application scenarios, see our bootcamp repository.
Test reports
See our test reports for more information about performance benchmarking of different indexes in Milvus.
Supported clients
Get started
See the Milvus install guide for using Docker containers. To install Milvus from source code, see build from source.
To edit Milvus settings, read Milvus configuration.
Try your first Milvus program
Try running a program with Milvus using Python, Java, or C++ example code.
Contribution guidelines
Contributions are welcomed and greatly appreciated. Please read our contribution guidelines for detailed contribution workflow. This project adheres to the code of conduct of Milvus. By participating, you are expected to uphold this code.
We use GitHub issues to track issues and bugs. For general questions and public discussions, please join our community.
Join our community
❤️To connect with other users and contributors, welcome to join our Slack channel.
See our community repository to learn about our governance and access more community resources.
Mailing lists
Contributors
Below is a list of Milvus contributors. We greatly appreciate your contributions!
 zerowe-seven 💻 |
 erdustiggen 💻 |
 gaolizhou 💻 |
 Sijie Zhang 📖 |
 PizzaL 💻 |
 levylll 💻 |
 aaronjin2010 💻 |