* refactoring(create_table done) * refactoring * refactor server delivery (insert done) * refactoring server module (count_table done) * server refactor done * cmake pass * refactor server module done. * set grpc response status correctly * format done. * fix redefine ErrorMap() * optimize insert reducing ids data copy * optimize grpc request with reducing data copy * clang format * [skip ci] Refactor server module done. update changlog. prepare for PR * remove explicit and change int32_t to int64_t * add web server * [skip ci] add license in web module * modify header include & comment oatpp environment config * add port configure & create table in handler * modify web url * simple url complation done & add swagger * make sure web url * web functionality done. debuging * add web unittest * web test pass * add web server port * add web server port in template * update unittest cmake file * change web server default port to 19121 * rename method in web module & unittest pass * add search case in unittest for web module * rename some variables * fix bug * unittest pass * web prepare * fix cmd bug(check server status) * update changlog * add web port validate & default set * clang-format pass * add web port test in unittest * add CORS & redirect root to swagger ui * add web status * web table method func cascade test pass * add config url in web module * modify thirdparty cmake to avoid building oatpp test * clang format * update changlog * add constants in web module * reserve Config.cpp * fix constants reference bug * replace web server with async module * modify component to support async * format * developing controller & add test clent into unittest * add web port into demo/server_config * modify thirdparty cmake to allow build test * remove unnecessary comment * add endpoint info in controller * finish web test(bug here) * clang format * add web test cpp to lint exclusions * check null field in GetConfig * add macro RETURN STATUS DTo * fix cmake conflict * fix crash when exit server * remove surplus comments & add http param check * add uri /docs to direct swagger * format * change cmd to system * add default value & unittest in web module * add macros to judge if GPU supported * add macros in unit & add default in index dto & print error message when bind http port fail * format (fix #788) * fix cors bug (not completed) * comment cors * change web framework to simple api * comments optimize * change to simple API * remove comments in controller.hpp * remove EP_COMMON_CMAKE_ARGS in oatpp and oatpp-swagger * add ep cmake args to sqlite * clang-format * change a format * test pass * change name to * fix compiler issue(oatpp-swagger depend on oatpp) * add & in start_server.h * specify lib location with oatpp and oatpp-swagger * add comments * add swagger definition * [skip ci] change http method options status code * remove oatpp swagger(fix #970) * remove comments * check Start web behavior * add default to cpu_cache_capacity * remove swagger component.hpp & /docs url * remove /docs info * remove /docs in unittest * remove space in test rpc * remove repeate info in CHANGLOG * change cache_insert_data default value as a constant * [skip ci] Fix some broken links (#960) * [skip ci] Fix broken link * [skip ci] Fix broken link * [skip ci] Fix broken link * [skip ci] Fix broken links * fix issue 373 (#964) * fix issue 373 * Adjustment format * Adjustment format * Adjustment format * change readme * #966 update NOTICE.md (#967) * remove comments * check Start web behavior * add default to cpu_cache_capacity * remove swagger component.hpp & /docs url * remove /docs info * remove /docs in unittest * remove space in test rpc * remove repeate info in CHANGLOG * change cache_insert_data default value as a constant * adjust web port cofig place * rename web_port variable * change gpu resources invoke way to cmd() * set advanced config name add DEFAULT * change config setting to cmd * modify .. * optimize code * assign TableDto' count default value 0 (fix #995) * check if table exists when show partitions (fix #1028) * check table exists when drop partition (fix #1029) * check if partition name is legal (fix #1022) * modify status code when partition tag is illegal * update changlog * add info to /system url * add binary index and add bin uri & handler method(not completed) * optimize http insert and search time(fix #1066) | add binary vectors support(fix #1067) * fix test partition bug * fix test bug when check insert records * add binary vectors test * add default for offset and page_size * fix uinttest bug * [skip ci] remove comments * optimize web code for PR comments * add new folder named utils * check offset and pagesize (fix #1082) * improve error message if offset or page_size is not legal (fix #1075) * add log into web module * update changlog * check gpu sources setting when assign repeated value (fix #990) * update changlog * clang-format pass * add default handler in http handler * [skip ci] improve error msg when check gpu resources * change check offset way * remove func IsIntStr * add case * change int32 to int64 when check number str * add log in we module(doing) * update test case * add log in web controller * remove surplus dot * add preload into /system/ * change get_milvus() to get_milvus(args['handler']) * support load table into memory with http server (fix #1115) * [skip ci] comment surplus dto in VectorDto Co-authored-by: jielinxu <52057195+jielinxu@users.noreply.github.com> Co-authored-by: JackLCL <53512883+JackLCL@users.noreply.github.com> Co-authored-by: Cai Yudong <yudong.cai@zilliz.com>
What is Milvus
Milvus is the world's fastest similarity search engine for massive-scale feature vectors. 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.
Contributors
Below is a list of Milvus contributors. We greatly appreciate your contributions!
zerowe-seven 💻 |
erdustiggen 💻 |
gaolizhou 💻 |
Sijie Zhang 📖 |
PizzaL 💻 |
levylll 💻 |
aaronjin2010 💻 |

