{"id":22919892,"url":"https://github.com/zjcv/zcls2","last_synced_at":"2025-08-12T11:31:12.432Z","repository":{"id":51684193,"uuid":"478008195","full_name":"ZJCV/ZCls2","owner":"ZJCV","description":"More Faster Object Classification Training Framework 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align=\"right\"\u003e\n  Language:\n    🇺🇸\n  \u003ca title=\"Chinese\" href=\"./README.zh-CN.md\"\u003e🇨🇳\u003c/a\u003e\n\u003c/div\u003e\n\n\u003cdiv align=\"center\"\u003e\u003ca title=\"\" href=\"https://github.com/ZJCV/ZCls2\"\u003e\u003cimg align=\"center\" src=\"./imgs/ZCls2.png\" alt=\"\"\u003e\u003c/a\u003e\u003c/div\u003e\n\n\u003cp align=\"center\"\u003e\n  «ZCls2» is a more faster classification model training framework\n\u003cbr\u003e\n\u003cbr\u003e\n  \u003ca href=\"https://github.com/RichardLitt/standard-readme\"\u003e\u003cimg src=\"https://img.shields.io/badge/standard--readme-OK-green.svg?style=flat-square\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://conventionalcommits.org\"\u003e\u003cimg src=\"https://img.shields.io/badge/Conventional%20Commits-1.0.0-yellow.svg\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"http://commitizen.github.io/cz-cli/\"\u003e\u003cimg src=\"https://img.shields.io/badge/commitizen-friendly-brightgreen.svg\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://libraries.io/pypi/zcls2\"\u003e\u003cimg src=\"https://img.shields.io/librariesio/github/ZJCV/ZCls2\" alt=\"\"\u003e\u003c/a\u003e\n\u003cbr\u003e\n  \u003ca href=\"https://pypi.org/project/zcls2/\"\u003e\u003cimg src=\"https://img.shields.io/badge/PYPI-zcls2-brightgreen\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://pypi.org/project/zcls2/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/pyversions/zcls2\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://pypi.org/project/zcls2/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/v/zcls2\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://pypi.org/project/zcls2/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/l/zcls2\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://pypi.org/project/zcls2/\"\u003e\u003cimg src=\"https://img.shields.io/pypi/dd/zcls2?style=plastic\" alt=\"\"\u003e\u003c/a\u003e\n\u003cbr\u003e\n  \u003ca href='https://zcls2.readthedocs.io/en/latest/?badge=latest'\u003e\n      \u003cimg src='https://readthedocs.org/projects/zcls2/badge/?version=latest' alt='Documentation Status' /\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://github.com/ZJCV/ZCls2\"\u003e\u003cimg src=\"https://img.shields.io/github/v/tag/ZJCV/ZCls2\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/ZJCV/ZCls2\"\u003e\u003cimg src=\"https://img.shields.io/github/repo-size/ZJCV/ZCls2\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/ZJCV/ZCls2\"\u003e\u003cimg src=\"https://img.shields.io/github/forks/ZJCV/ZCls2?style=social\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/ZJCV/ZCls2\"\u003e\u003cimg src=\"https://img.shields.io/github/stars/ZJCV/ZCls2?style=social\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/ZJCV/ZCls2\"\u003e\u003cimg src=\"https://img.shields.io/github/downloads/ZJCV/ZCls2/total\" alt=\"\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.comZJCV/ZCls2\"\u003e\u003cimg src=\"https://img.shields.io/github/commit-activity/y/ZJCV/ZCls2\" alt=\"\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n## Table of Contents\n\n- [Table of Contents](#table-of-contents)\n- [Background](#background)\n- [Installation](#installation)\n- [Usage](#usage)\n- [Maintainers](#maintainers)\n- [Thanks](#thanks)\n- [Contributing](#contributing)\n- [License](#license)\n\n## Background\n\nAfter nearly one and a half years of development, [ZCls](https://github.com/ZJCV/ZCls) has integrated many training features, includes configuration module, register module, training module, and many model implementations (`resnet/mobilenet/senet-sknet-resnest/acbnet-repvgg-dbbnet/ghostnet/gcnet...`) and so on. In the development process, it is found that compared with the current excellent classification training framework, such as [apex](https://github.com/NVIDIA/apex/tree/master/examples/imagenet), the training speed of [ZCls](https://github.com/ZJCV/ZCls) is not outstanding. \n\nIn order to better improve the training speed, we decided to develop a new training framework [ZCls2](https://github.com/ZJCV/ZCls2), which is implemented based on [apex](https://github.com/NVIDIA/apex/tree/master/examples/imagenet) and provides more friendly and powerful functions. In the preliminary implementation, it can be found that [ZCls2](https://github.com/ZJCV/ZCls2) improves the training speed by at least 50% compared with [ZCls](https://github.com/ZJCV/ZCls).  More functions are being added.\n\n## Installation\n\nSee [Install](https://zcls2.readthedocs.io/en/latest/install/)\n\n## Usage\n\nSee [Get started](https://zcls2.readthedocs.io/en/latest/get-started/)\n\n## Maintainers\n\n* zhujian - *Initial work* - [zjykzj](https://github.com/zjykzj)\n\n## Thanks\n\n* [NVIDIA/apex](https://github.com/NVIDIA/apex/tree/master/examples/imagenet)\n* [ZJCV/ZCls](https://github.com/ZJCV/ZCls)\n\n## Contributing\n\nAnyone's participation is welcome! Open an [issue](https://github.com/ZJCV/ZCls2/issues) or submit PRs.\n\nSmall note:\n\n* Git submission specifications should be complied\n  with [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0-beta.4/)\n* If versioned, please conform to the [Semantic Versioning 2.0.0](https://semver.org) specification\n* If editing the README, please conform to the [standard-readme](https://github.com/RichardLitt/standard-readme)\n  specification.\n\n## License\n\n[Apache License 2.0](LICENSE) © 2022 zjykzj","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzjcv%2Fzcls2","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzjcv%2Fzcls2","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzjcv%2Fzcls2/lists"}