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could deepcl run on FPGAs? #144

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gamersover opened this issue Nov 30, 2017 · 1 comment
Open

could deepcl run on FPGAs? #144

gamersover opened this issue Nov 30, 2017 · 1 comment

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@gamersover
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Is the DeepCL can only run on GPU or APU? Could it run on FPGAs? Such as altera?

@hughperkins
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It would need a bunch of work. Basically the way FPGAs work is that you first program them with the kernels, then you can run that same kernel over and over again. Programming takes ~hours.

You'd need to run a program in two stages:

  • first, run deepcl with some flag (that you'd have to create, and implement :) ), to write out the kernels, send them to the FPGA programmer
  • then, once the FPGA contains the kernels, you'd run deepcl again, with a different flag (that you'd have to create and implement...), to run the kernels

Typically, FPGAs suck for training, but give good power performance for runtime prediction.

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