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< img src = "https://zillizstorage.blob.core.windows.net/zilliz-assets/zilliz-assets/assets/readme_b829d6d8ed.png" alt = "milvus banner" >
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< summary > Click to take a quick look at our demos!< / summary >
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Milvus is an open-source vector database built to power AI applications and embedding similarity search. Milvus makes unstructured data search more accessible, and provides a consistent user experience regardless of the deployment environment.
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Milvus was released under the open-source Apache License 2.0 in October 2019. It is currently an incubation-stage project under [LF AI & Data Foundation ](https://lfaidata.foundation/ ).
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- **Blazing Fast**
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Average latency measured in milliseconds on ten million vector datasets.
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Supports CPU SIMD, GPU, and FPGA accelerations, fully utilizing available hardware resources to achieve cost efficiency.
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- **Easy to Use**
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Rich APIs designed for data science workflows.
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Consistent cross-platform UX from laptop, to local cluster, to cloud.
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Embed real-time search and analytics into virtually any application.
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- **Stable and Resilient**
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Milvus’ built-in replication and failover/failback features ensure data and applications can maintain business continuity in the event of a disruption.
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- **High Elasticity**
Component-level scalability makes it possible to only scale where necessary.
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- **Community Backed**
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With over 1,000 enterprise users, 5,000+ stars on GitHub, and an active open-source community, you’ re not alone when you use Milvus.
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> **IMPORTANT** The master branch is for the development of Milvus v2.0. On March 9th, 2021, we released Milvus v1.0, the first stable version of Milvus with long-term support. To use Milvus v1.0, switch to [branch 1.0](https://github.com/milvus-io/milvus/tree/1.0).
## Getting Started
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### Demos
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- [Image Search ](https://zilliz.com/milvus-demos ): Images made searchable. Instantaneously return the most similar images from a massive database.
- [Chatbots ](https://zilliz.com/milvus-demos ): Interactive digital customer service that saves users time and businesses money.
- [Chemical Structure Search ](https://zilliz.com/milvus-demos ): Blazing fast similarity search, substructure search, or superstructure search for a specified molecule.
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## Contributing
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Contributions to Milvus are welcome from everyone. See [Guidelines for Contributing ](https://github.com/milvus-io/milvus/blob/master/CONTRIBUTING.md ) for details on submitting patches and the contribution workflow. See our [community repository ](https://github.com/milvus-io/community ) to learn about our governance and access more community resources.
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## Documentation
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### Milvus Docs
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For documentation about Milvus, see [Milvus Docs ](https://milvus.io/docs/overview.md ).
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### SDK
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The implemented SDK and its API documentatation are listed below:
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- [Python ](https://github.com/milvus-io/pymilvus/tree/1.x )
### Recommended Articles
- [What is an embedding vector? Why and how does it contribute to the development of Machine Learning? ](https://milvus.io/docs/v1.0.0/vector.md )
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- [Which vector indexes does Milvus support? Which should I choose? ](https://milvus.io/docs/v1.0.0/index.md )
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- [How does Milvus compare the distance between vectors? ](https://milvus.io/docs/v1.0.0/metric.md )
- You can learn more in [Milvus Server Configurations ](https://milvus.io/docs/v1.0.0/milvus_config.md ).
## Contact
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Join the Milvus community on [Slack Channel ](https://join.slack.com/t/milvusio/shared_invite/zt-e0u4qu3k-bI2GDNys3ZqX1YCJ9OM~GQ ) to share your suggestions, advice, and questions with our engineering team. You can also submit questions to our [FAQ page ](https://milvus.io/docs/v1.0.0/performance_faq.md ).
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Subscribe to our mailing lists:
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- [Milvus Technical Steering Committee ](https://lists.lfai.foundation/g/milvus-tsc )
- [Milvus Technical Discussions ](https://lists.lfai.foundation/g/milvus-technical-discuss )
- [Milvus Announcement ](https://lists.lfai.foundation/g/milvus-announce )
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Follow us on social media:
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- [Milvus Medium ](https://medium.com/@milvusio )
- [Milvus CSDN ](https://zilliz.blog.csdn.net/ )
- [Milvus Twitter ](https://twitter.com/milvusio )
- [Milvus Facebook ](https://www.facebook.com/io.milvus.5 )
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## License
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Milvus is licensed under the Apache License, Version 2.0. View a copy of the [License file ](https://github.com/milvus-io/milvus/blob/master/LICENSE ).
## Acknowledgments
Milvus adopts dependencies from the following:
- Thank [FAISS ](https://github.com/facebookresearch/faiss ) for the excellent search library.
- Thank [etcd ](https://github.com/coreos/etcd ) for providing some great open-source tools.
- Thank [Pulsar ](https://github.com/apache/pulsar ) for its great distributed information pub/sub platform.
- Thank [RocksDB ](https://github.com/facebook/rocksdb ) for the powerful storage engines.