Giraph基础架构介绍(图解)

  次阅读 来源:互联网(转载协议) 2016-01-26 10:44 我要评论(0)

Giraph介绍:

Apache Giraph is an iterative graph processing system built for high scalability. For example, it is currently used at Facebook to analyze the social graph formed by users and their connections. Giraph originated as the open-source counterpart to Pregel, the graph processing architecture developed at Google and described in a 2010 paper. Both systems are inspired by the Bulk Synchronous Parallel model of distributed computation introduced by Leslie Valiant. Giraph adds several features beyond the basic Pregel model, including master computation, sharded aggregators, edge-oriented input, out-of-core computation, and more. With a steady development cycle and a growing community of users worldwide, Giraph is a natural choice for unleashing the potential of structured datasets at a massive scale.

原理:Giraph基于Hadoop而建,将MapReduce中Mapper进行封装,未使用reducer。在Mapper中进行多次迭 代,每次迭代等价于BSP模型中的SuperStep。一个Hadoop Job等价于一次BSP作业。基础结构如下图所示。

Giraph 的基础架构

每部分的功能如下:

(1)ZooKeeper: responsible for computation state

partition/worker mapping

global state: #superstep

checkpoint paths, aggregator values, statistics

(2) Master: responsible for coordination

assigns partitions to workers

coordinates synchronization

requests checkpoints

aggregates aggregator values

collects health statuses

(3) Worker: responsible for vertices

invokes active vertices compute() function

sends, receives and assigns messages

computes local aggregation values

源码。

本站部分文章来源于网络以及网友投稿,本站只负责对文章进行整理、排版、编辑,是出于传递更多信息之目的,并不意味着赞同其观点或证实其内容的真实性。如果您有什么意见或建议,请联系QQ28-1688-302!

人工智能实验室
相关文章相关文章
  • 品友互动为Digital Travel APAC2018 唯一受邀中国AI企业

    品友互动为Digital Travel APAC2018 唯一受邀中国AI企业

  • 长虹新款智能语音空调,告诉你空调也能玩Siri

    长虹新款智能语音空调,告诉你空调也能玩Siri

  • 让AI触手可及  Qualcomm携手创通联达推出全新终端侧AI开发套件

    让AI触手可及 Qualcomm携手创通联达推出全新终端侧AI开发套件

  • 第一批国家重点研发计划公布,旷视科技开启“五年行动”

    第一批国家重点研发计划公布,旷视科技开启“五年行动”

网友点评网友点评
阅读推荐阅读推荐

据外媒报道,STEER打造了首款完全自动驾驶停车技术,旨在使常规车辆转变为无人驾驶车辆。STEER的首款技术应用是4级自动驾驶及网络安全停车...

近日,美国软性机器抓手制造商 Soft Robotics 宣布,获得 2000 万美元的融资,本轮投资者包括 Scale Venture Partners,Calibrate Ventures...

据外媒报道,加州车管局发布了《2017自动驾驶脱离报告(California Autonomous Vehicle Disengagement Reports)》,其中谈及了脱离的具体...

用人机语音交互,来解决智能家居适老的问题;通过家庭门禁与安防套件、空气净化套件、可燃气体与有害气体监控套件等相互联动,在不同生活情...