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6.2K Stars 1.5K Forks Other 2.7K Commits 141 Opened issues


A Flexible and Powerful Parameter Server for large-scale machine learning

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Angel是一个基于参数服务器(Parameter Server)理念开发的高性能分布式机器学习和图计算平台,它基于腾讯内部的海量数据进行了反复的调优,并具有广泛的适用性和稳定性,模型维度越高,优势越明显。 Angel由腾讯和北京大学联合开发,兼顾了工业界的高可用性和学术界的创新性。


Angel基于JavaScala开发,能在社区的Yarn上直接调度运行,并基于PS Service,支持Spark on Angel,集成了图计算和深度学习算法。

欢迎对机器学习、图计算有兴趣的同仁一起贡献代码,提交Issues或者Pull Requests。请先查阅: Angel Contribution Guide



Programming Guide

Deep Learning Architexture

Quick Start






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  1. Lele Yu, Bin Cui, Ce Zhang, Yingxia Shao. LDA*: A Robust and Large-scale Topic Modeling System. VLDB, 2017
  2. Jiawei Jiang, Bin Cui, Ce Zhang, Lele Yu. Heterogeneity-aware Distributed Parameter Servers. SIGMOD, 2017
  3. Jie Jiang, Lele Yu, Jiawei Jiang, Yuhong Liu and Bin Cui. Angel: a new large-scale machine learning system. National Science Review (NSR), 2017
  4. Jie Jiang, Jiawei Jiang, Bin Cui and Ce Zhang. TencentBoost: A Gradient Boosting Tree System with Parameter Server. ICDE, 2017
  5. Jiawei Jiang, Bin Cui, Ce Zhang and Fangcheng Fu. DimBoost: Boosting Gradient Boosting Decision Tree to Higher Dimensions. SIGMOD, 2018.
  6. Jiawei Jiang, Pin Xiao, Lele Yu, Xiaosen Li.PSGraph: How Tencent trains extremely large-scale graphs with Spark?.ICDE, 2020.


  1. Angel: A Machine Learning Framework for High Dimensionality. Strata China, 2017

  2. 方圆并济:基于 Spark on Angel 的高性能机器学习. QCon ShangHai China, 2017

  3. 基于Angel和Spark Streaming的高维度Online Learning. GIAC China, 2017

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