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Difference between revisions of "accelerator card"

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[[File:nec vector engine accelerator.png|right|250px|thumb|NEC's vector engine accelerator card featuring 8 cores each capable of 307 GFLOPS/core for accelerating vector processing.]]  
 
[[File:nec vector engine accelerator.png|right|250px|thumb|NEC's vector engine accelerator card featuring 8 cores each capable of 307 GFLOPS/core for accelerating vector processing.]]  
 
[[File:Intel Arria 10 GX Programmable acceleration card.png|right|250px|thumb|Intel's Programmable accelerator card containing an Arria 10 GX FPGA.]]
 
[[File:Intel Arria 10 GX Programmable acceleration card.png|right|250px|thumb|Intel's Programmable accelerator card containing an Arria 10 GX FPGA.]]
'''Accelerator cards''' are specialty [[expansion card]]s designed primarily for the acceleration of domain-specific workloads such as vector operation acceleration, [[artificial neural network|ANN]] acceleration, and cryptographic acceleration.
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'''Accelerator cards''' are specialty [[expansion card]]s designed primarily for the acceleration of domain-specific workloads such as vector operation acceleration, [[artificial neural network|ANN]] acceleration, cryptographic acceleration, and graphics acceleration.
  
 
== Overview ==
 
== Overview ==

Revision as of 00:34, 19 November 2017

Intel's Knights Ferry accelerator card featuring 72 x86 cores for accelerating massively parallel workloads.
NEC's vector engine accelerator card featuring 8 cores each capable of 307 GFLOPS/core for accelerating vector processing.
Intel's Programmable accelerator card containing an Arria 10 GX FPGA.

Accelerator cards are specialty expansion cards designed primarily for the acceleration of domain-specific workloads such as vector operation acceleration, ANN acceleration, cryptographic acceleration, and graphics acceleration.

Overview

Accelerator cards are a special type of expansion cards designed specifically for the purpose of accelerating various workloads. Generally those cards are plugged via a PCIe slot and are seen as a standard PCIe devices by the host processor. Using special library code, usually provided by the card manufacturer, programs can instruct the accelerator card to perform various operations. Those operations are then performed by the card and the result is sent back to the host processor.

Typically, but not always, accelerator cards make use of custom ASIC chips (known as accelerators) in order to execute such workloads far more efficiently than what a normal general-purpose microprocessor would be capable of. Typically, those operations are done quicker ("accelerated") on the card than the processor could perform on its own because the accelerator incorporate specialized logic to perform a set of complex operations in a way that cannot be implemented in software as easily or as efficiently. Various FPGA-based accelerator cards also exist allowing the user to implement his own hardware acceleration functions.

Types

Types of accelerator cards:

  • AI Accelerator Cards
  • Compression Accelerator Cards
  • Cryptographic Accelerator Cards
    • SSL Accelerator Cards
  • DSP Accelerator Cards
  • Programmable Accelerator Cards
  • Graphics Accelerator Cards
  • Vector Accelerator Cards