Business, Economics, Accounting and Finance

Types of Parallel Computing

A mindmap.

Multiple computers

Grid Computing

  • Generally, each node performs a different task/application

  • Generally, more heterogeneous

    • Geolocationally, sometimes across regions / companies / institutions

    • In terms of hardware components

  • (job schedulers)

    • Oracle Grid Engine / Sun Grid Engine (SGE) / Computing in Distributed Networked Environments (CODINE) / Global Resource Director (GRD)

    • Univa Grid Engine (UGE)

Cluster Computing

  • Generally, all nodes perform same/similar tasks

  • Generally, more homogeneous

    • Usually connected by LAN

    • Geolocationally, often same server stack

  • May be viewed as a single computer at times

Single Computer

  • Multiprocessing: Using >1 (Cores of) CPUs

  • Multithreading: Using only one (core of) CPU

    • Interleaved/Temporal multithreading

      • Coarse-grained / block / cooperative multithreading: Run till you need to wait (say, for memory), then Iโ€™ll let other thread run

      • Interleaved multithreading: you walk a step, then someone else, then you, then someone elseโ€ฆ

    • Simultaneous multithreading (SMT): exploit parallelism available across multiple threads to decrease the waste associated with unused issue slots

  • General-purpose computing on graphics processing units (GPGPU)