alibaba/x-deeplearning
alibaba/x-deeplearning has 4,299 GitHub stars and 1,020 forks. GitHot measured 0 stars in 24 hours. Last checked 2026-11-07 15:59 UTC. Last push 2024-09-25.
An industrial deep learning framework for high-dimension sparse data
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README.md
Original概述
X-DeepLearning(简称XDL)是面向高维稀疏数据场景(如广告/推荐/搜索等)深度优化的一整套解决方案。XDL1.2版本已于近期发布,主要特性包括:
- 针对大batch/低并发场景的性能优化:在此类场景下性能提升50-100%
- 存储及通信优化:参数无需人工干预自动全局分配,请求合并,彻底消除ps的计算/存储/通信热点
- 完整的流式训练特性:包括特征准入,特征淘汰,模型增量导出,特征counting统计等
- Fix了若干1.0中的小bugs
完整介绍请参考XDL1.2 release note
1. XDL训练引擎
2. XDL算法解决方案
3. Blaze预估引擎
4. 深度树匹配模型 TDM 匹配召回引擎
联系我们
- 欢迎通过issue和邮件组([email protected] )联系我们
- 我们正在寻求合作伙伴,有志于获得XDL企业级支持计划的公司或团队,可以联系[email protected],与我们进一步商谈。
FAQ
License
XDL使用Apache-2.0许可
致谢
XDL项目由阿里妈妈事业部荣誉出品,核心贡献团队包括阿里妈妈工程平台、算法平台、定向广告技术团队、搜索广告技术团队等,同时XDL项目也得到了阿里巴巴计算平台事业部(特别是PAI团队)的帮助。
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