Enabling Graph Analytics at Scale: The Opportunity for GPU-Acceleration of Data-Parallel Graph...

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THE OPPORTUNITY FOR GPU ACCELERATION OF DATA-PARALLEL GRAPH ANALYTICS Brad Bebee O P E N D A T A S C I E N C E C O N F E R E N C E_ BOSTON 2015 @opendatasci

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Transcript of Enabling Graph Analytics at Scale: The Opportunity for GPU-Acceleration of Data-Parallel Graph...

Page 1: Enabling Graph Analytics at Scale: The Opportunity for GPU-Acceleration of Data-Parallel Graph Analytics (Application to Bioinformatics)

THE OPPORTUNITY FOR GPUACCELERATION OF DATA-

PARALLEL GRAPH ANALYTICS

Brad Bebee

O P E ND A T AS C I E N C EC O N F E R E N C E_

BOSTON 2015

@opendatasci

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The Promise of GPU Analytics (or why GPU is the new CPU)on-demand.gputechconf.com/...mostak-the-promise-of-gpu-analytics-o… · The Promise of GPU Analytics (or why GPU is the new

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Embedded domain specific language for GPU- accelerated ...ieee-hpec.org/2016/onlineproc2016/sept13_htm_files/... · Large-scale graph analytics frameworks, such as Apache Giraph and

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Accelerating Dynamic Graph Analytics on GPUscan easily reuse existing static GPU graph processing solu-tions for graph analytics. Most large graphs are inherently sparse.Tomaximizetheeciency,

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Large Graph Convolutional Network Training with GPU ...Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture Seung Won Min UIUC min16@illinois.edu

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Distributed Graph Analytics with Gradoop

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High-Performance Graph Primitives on GPU: Design …on-demand.gputechconf.com/gtc/2014/presentations/S4609-hi-perf...High-Performance Graph Primitives on the GPU: ... two gaps in graph

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GPU-Accelerated Analytics Enable New Enterprise Solutionson-demand.gputechconf.com/supercomputing/2016/presentation/sc… · GPU-Accelerated Analytics Enable New Enterprise Solutions

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How well do CPU, GPU and Hybrid Graph Processing ...

How well do CPU, GPU and Hybrid Graph Processing ...

GRAPH ANALYTICS WITH GPU - Nvidia · GRAPH ANALYTICS - INTRODUCTION . Any analytics performed on a Graph Graph is “just another data structure”, like a tree or an array. Focus

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Graph Algorithms: The Core of Graph Analytics - Oracle · 2020. 8. 27. · Graph Algorithms: The Core of Graph Analytics Melli Annamalai and Ryota Yamanaka, Product Management, Oracle

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Introduction to Graph Analytics and Oracle Cloud Service · Oracle Graph Analytics Architecture Scalable and Persistent Storage Graph Storage Management Graph Analytics In-memory

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High-Performance Gunrock Graph Analytics for the GPU · 2020-01-31 · NVIDIA AI Laboratory. UC Davis Center for GPU Graph Analytics. Department of Defense Advanced Research Projects

High-Performance Gunrock Graph Analytics for the GPU · 2020-01-31 · NVIDIA AI Laboratory. UC Davis Center for GPU Graph Analytics. Department of Defense Advanced Research Projects

Multi-GPU Graph Analytics - Home Page - SC16sc16.supercomputing.org/sc-archive/tech_poster/poster_files/post... · This work was funded by the DARPA XDATA program under AFRL Contract

Multi-GPU Graph Analytics - Home Page - SC16sc16.supercomputing.org/sc-archive/tech_poster/poster_files/post... · This work was funded by the DARPA XDATA program under AFRL Contract