clip_image_search_system | text-image search system using OpenAI CLIP

by cpm0722 Python Version: Current License: No License

X-Ray Key Features Code Snippets Community Discussions Vulnerabilities Install Support

kandi X-RAY | clip_image_search_system Summary

clip_image_search_system is a Python library. clip_image_search_system has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

OpenAI에서 공개한 CLIP을 활용한 자연어-이미지 검색 시스템입니다. image dataset은 imagenet21k, CC12M, openimages 등 public dataset에 더해 web에서 crawling한 image들로 구성되어 전체 약 600M개의 image dataset을 구축했습니다. 600M 이상의 image에 대해 HNSW(Hierarchical Navigable Small World) algorithm을 사용해 cosine similarity 기반의 approximated nearest neighbor vector search를 수행합니다. 이 때, Sharding을 구현해 다수의 server에 data를 분산 저장함으로써 대규모 data에 대해서도 균등한 성능을 유지합니다. 최종적으로 300ms 미만의 latency, 95% 이상의 recall을 보장합니다.

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Support

clip_image_search_system has a low active ecosystem.

It has 1 star(s) with 1 fork(s). There are 1 watchers for this library.

It had no major release in the last 6 months.

clip_image_search_system has no issues reported. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of clip_image_search_system is current.

Quality

clip_image_search_system has no bugs reported.

Security

clip_image_search_system has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

License

clip_image_search_system does not have a standard license declared.

Check the repository for any license declaration and review the terms closely.

Without a license, all rights are reserved, and you cannot use the library in your applications.

Reuse

clip_image_search_system releases are not available. You will need to build from source code and install.

Build file is available. You can build the component from source.

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clip_image_search_system Key Features

No Key Features are available at this moment for clip_image_search_system.

clip_image_search_system Examples and Code Snippets

No Code Snippets are available at this moment for clip_image_search_system.

Community Discussions

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Community Discussions, Code Snippets contain sources that include Stack Exchange Network

Vulnerabilities

No vulnerabilities reported

Install clip_image_search_system

You can download it from GitHub.
You can use clip_image_search_system like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

Support

For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .

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