* #1910 C++ SDK GetIDsInSegment could not work for large dataset (#1911) Signed-off-by: groot <yihua.mo@zilliz.com> * #1903 Fix invalid annoy result (#1912) Signed-off-by: shengjun.li <shengjun.li@zilliz.com> * #1914: Partition max size should be 4096 (#1915) Signed-off-by: jinhai <hai.jin@zilliz.com> * add log (#1913) * add log Signed-off-by: groot <yihua.mo@zilliz.com> * add log Signed-off-by: groot <yihua.mo@zilliz.com> * fix ut Signed-off-by: groot <yihua.mo@zilliz.com> * partition limit 4096 Signed-off-by: groot <yihua.mo@zilliz.com> * fix py test Signed-off-by: groot <yihua.mo@zilliz.com> * update server version (#1916) Signed-off-by: zw <zw@zilliz.com> * Update to 0.8.0 (#1918) * Create new branch 0.8.0 and change preload_table to preload_collection Signed-off-by: jinhai <hai.jin@zilliz.com> * Fix format Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Update CHANGELOG Signed-off-by: jinhai <hai.jin@zilliz.com> * Update CHANGELOG Signed-off-by: jinhai <hai.jin@zilliz.com> * update helm version Signed-off-by: zw <zw@zilliz.com> * Update CHANGELOG Signed-off-by: jinhai <hai.jin@zilliz.com> Co-authored-by: zw <zw@zilliz.com> * fix issue 1901 (#1920) * fix issue 1901 Signed-off-by: cmli <chengming.li@zilliz.com> * update change log Signed-off-by: cmli <chengming.li@zilliz.com> Co-authored-by: cmli <chengming.li@zilliz.com> * #1900 (#1923) * add log Signed-off-by: yhmo <yihua.mo@zilliz.com> * fix #1900 Signed-off-by: groot <yihua.mo@zilliz.com> * Upgrade mishards to 0.8.0 (#1933) * update grpc server of milvus & rename table name to collection Signed-off-by: Yhz <yinghao.zou@zilliz.com> * update changlog Signed-off-by: Yhz <yinghao.zou@zilliz.com> * [skip ci] Skip CI Signed-off-by: Yhz <yinghao.zou@zilliz.com> * [skip ci] Update changlog Signed-off-by: Yhz <yinghao.zou@zilliz.com> * Caiyd 1883 fix rw (#1926) * #1883 use DiskIO Signed-off-by: yudong.cai <yudong.cai@zilliz.com> * fix logic error Signed-off-by: yudong.cai <yudong.cai@zilliz.com> * update changelog Signed-off-by: yudong.cai <yudong.cai@zilliz.com> * retry CI Signed-off-by: yudong.cai <yudong.cai@zilliz.com> * Update CHANGELOG Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * update changelog Signed-off-by: yudong.cai <yudong.cai@zilliz.com> Co-authored-by: JinHai-CN <hai.jin@zilliz.com> * #1928 Too many data and uid copies when loading files (#1931) Signed-off-by: shengjun.li <shengjun.li@zilliz.com> Co-authored-by: Jin Hai <hai.jin@zilliz.com> * Update mishards configure files (#1938) * Update web readme Signed-off-by: Yhz <yinghao.zou@zilliz.com> * [skip ci] update configure files Signed-off-by: Yhz <yinghao.zou@zilliz.com> * [skip ci] rename table to collection Signed-off-by: Yhz <yinghao.zou@zilliz.com> * Update test.groovy Signed-off-by: jinhai <hai.jin@zilliz.com> * Update test.groovy Signed-off-by: jinhai <hai.jin@zilliz.com> * Fix lint Signed-off-by: JinHai-CN <hai.jin@zilliz.com> * Fix compiling error Signed-off-by: jinhai <hai.jin@zilliz.com> Co-authored-by: groot <yhmo@zeronedata.com> Co-authored-by: shengjun.li <49774184+shengjun1985@users.noreply.github.com> Co-authored-by: del-zhenwu <56623710+del-zhenwu@users.noreply.github.com> Co-authored-by: zw <zw@zilliz.com> Co-authored-by: op-hunter <ophunter52@gmail.com> Co-authored-by: cmli <chengming.li@zilliz.com> Co-authored-by: BossZou <40255591+BossZou@users.noreply.github.com> Co-authored-by: Cai Yudong <yudong.cai@zilliz.com>
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What is Milvus
As an open source vector similarity search engine, Milvus is easy-to-use, highly reliable, scalable, robust, and blazing fast. Adopted by over 100 organizations and institutions worldwide, Milvus empowers applications in a variety of fields, including image processing, computer vision, natural language processing, voice recognition, recommender systems, drug discovery, etc.
Milvus has the following architecture:
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.
Milvus is an LF AI Foundation incubation project. Learn more at lfai.foundation.
Get started
Install Milvus
See the Milvus install guide to install Milvus using Docker. To install Milvus from source code, see build from source.
Try example programs
Try an example program with Milvus using Python, Java, Go, or C++ example code.
Supported clients
Application scenarios
You can use Milvus to build intelligent systems in a variety of AI application scenarios. Refer to Milvus Scenarios for live demos. You can also refer to Milvus Bootcamp for detailed solutions and application scenarios.
Benchmark
See our test reports for more information about performance benchmarking of different indexes in Milvus.
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.👏
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.

