graphpim: enabling instruction-level pim offloading in...

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⎮What is the main benefit of PIM offloading for graph? ⎮How to enable PIM for graph in a practical way? GraphPIM: Enabling Instruction-Level PIM Offloading in Graph Computing Frameworks Lifeng Nai, Ramyad Hadidi, Jaewoong Sim*, Hyojong Kim, Pranith Kumar, Hyesoon Kim (Georgia Tech, *Intel Labs) GraphPIM

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Page 1: GraphPIM: Enabling Instruction-Level PIM Offloading in ...nailifeng.org/slides/LifengNai_HPCALightning.pdf · ⎮Whatis the main benefitof PIM offloading for graph? ⎮Howto enable

⎮What isthemainbenefit ofPIMoffloadingforgraph?

⎮How toenablePIMforgraphinapractical way?

GraphPIM:EnablingInstruction-LevelPIMOffloadinginGraphComputingFrameworks

LifengNai,Ramyad Hadidi,Jaewoong Sim*,Hyojong Kim,Pranith Kumar,Hyesoon Kim(GeorgiaTech,*IntelLabs)

GraphPIM

Page 2: GraphPIM: Enabling Instruction-Level PIM Offloading in ...nailifeng.org/slides/LifengNai_HPCALightning.pdf · ⎮Whatis the main benefitof PIM offloading for graph? ⎮Howto enable

⎮KnownPIMbenefits:

⎮GraphPIMexplores:

BenefitsofPIMOffloading

BandwidthSaving

ExtraComputation

LatencySaving

RMWCacheOperationDataOrdering

AvoidedbyPIMoffloading

AtomicOverhead

AtomicInstruction

Page 3: GraphPIM: Enabling Instruction-Level PIM Offloading in ...nailifeng.org/slides/LifengNai_HPCALightning.pdf · ⎮Whatis the main benefitof PIM offloading for graph? ⎮Howto enable

GraphPIM:PIM-enabledGraphFramework

…

GraphFrameworkGraphAPI

Middleware

OS

HardwareArchitecture

GraphDataManagement

UserApplication

UserApplication

No userapplicationchange

Minorframeworkchange

Minorarchitecturechange

One-line codechange:malloc()à pmr_malloc()

TalkatTuesday2:50pm(Session7A)

Elastic Offloading

GUEBIBA Loading-Offloading Station

GraphPIM: Enabling Instruction-Level PIM Ofﬂoading in ...comparch.gatech.edu/hparch/papers/nai-graphpim.pdf · set of HMC atomics and enable the PIM functionality for more graph

317959 Mobile Opportunistic Traffic Offloading D4.2 Protocols for … · 2017. 4. 22. · 317959 Mobile Opportunistic Traffic Offloading D4.2 – Protocols for infrastructure offloading

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PIM-03 - Microsoft...PIM -11 Tuesday 11:10 AM PIM 04 Tuesday 2:10 PM PIM-10 Tuesday 3:20 PM PIM-02 Tuesday 4:30 PM PIM-107 Wednesday 10:00 AM PIM-01 Wednesday 11:10 AM Design Process:

GraphPIM: Enabling Instruction-Level PIM Offloading in ... · ⎮ PIM offloading for atomic instructions works fine because…}The programming model of graph applications naturally

Radisys offloading 10412_final

317959 Mobile Opportunistic Traffic Offloading D5.1.2 ... · [A.2] D2.2.1 – General Architecture of the Mobile Offloading System [A.3] D3.1 – Initial results on offloading foundations

GraphPIM: Enabling Instruction-Level PIM Ofﬂoading in ...jaewoong.org/pubs/hpca17-graphpim.pdf · GraphPIM: Enabling Instruction-Level PIM Ofﬂoading in Graph Computing Frameworks

GraphPIM: Enabling Instruction-Level PIM Ofﬂoading in ...nailifeng.org/papers/graphpim.pdf · GraphPIM: Enabling Instruction-Level PIM ... solutions, which we discuss in Section

FPSO MOORING & OFFLOADING SYSTEM ......• The Floating Production Storage and Offloading (FPSO) vessel has approximately 2.2 million barrels of cargo storage • The offloading tanker

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DH Offloading Walker - Össur OffLoading Walker... · for use should always be followed when reinserting the DH Offloading ... • Este producto se ha diseñado para la cicatrización

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Mobile data offloading