Here we build a cloud native vector database on top of CubeFS, It supports failover function and separates storage and computation by design.
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Data Model
space, documents, vectors, scalars
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Components
Master
,Router
andPartitionServer
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Master
Responsible for schema mananagement, cluster-level metadata, and resource coordination.
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Router
Provides RESTful API:
create
,delete
search
andupdate
; request routing, and result merging. -
PartitionServer (PS)
Hosts space partitions; each partition has document store, inverted index and vector index.
Gamma is the core vector search engine implemented based on faiss. It provides the ability of storing, indexing and retrieving the vectors and scalars.
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One-click binary installation, please see docs/BinaryInstallation.md(中文版).
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Quickly compile the source codes to build a distributed vector search system with RESTful API, please see docs/SourceCompileDeployment.md.
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Vearch Python SDK enables vearch to use locally. Vearch python sdk can be installed easily by pip install vearch. For more information, please refer to docs/APIPythonSDK.md.
Jie Li, Haifeng Liu, Chuanghua Gui, Jianyu Chen, Zhenyun Ni, Ning Wang, Yuan Chen. The Design and Implementation of a Real Time Visual Search System on JD E-commerce Platform. In the 19th International ACM Middleware Conference, December 10–14, 2018, Rennes, France. https://arxiv.org/abs/1908.07389
You can report bugs or ask questions in the issues page of the repository.
For public discussion of Vearch or for questions, you can also send email to [email protected].
Our slack : https://vearchwrokspace.slack.com
Welcome to register the company name in this issue: vearch#230 (in order of registration)
欢迎在此 issue vearch#230 中登记公司名称
Licensed under the Apache License, Version 2.0. For detail see LICENSE and NOTICE.