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hughperkins avatar hughperkins commented on May 22, 2024

Sure:

  • DeepCL A convolutional neural network, built from the ground-up, 100% OpenCL
    • people appreciate it for:
      • the convenient commandline syntax for expressing networks like 32c5-mp2-32c5-mp2-50n-10n,
      • and for the ability to run on Windows (it runs on all three major platforms actually: windows, linux, Mac)
      • it was the first OpenCL library to appear on Soumith's convnet-benchmarks page
  • CLBlast is not mine. It's Cedric Nugteren's. It's a BLAS implementation for OpenCL. BLAS handles primarily matrix multiplication, also matrix-vector multiplication
  • EasyCL is a low-level middleware that makes launching kernels from C++ a lot less painful than the low-level OpenCL API. I think there is a C++ API for OpenCL too actually, but I think EasyCL adds a few more bells and whistles, and plus I've been using it for a while now, across all my projects, seems to do what I need :-)
  • cuda-on-cl lets you build NVIDIA® CUDA™ applications for use on OpenCL devices.

You missed one by the way ;-) Actually two:

from coriander.

alephman avatar alephman commented on May 22, 2024

Thanks a lot hughperkins! I still have 2 questions:

  1. Does the Eigen support OpenCL?
    1. Why tensorflow use Eigen instead of BLAS?

from coriander.

hughperkins avatar hughperkins commented on May 22, 2024

Does the Eigen support OpenCL?

Not out-of-the-box. But it does build into OpenCL, if you use cuda-on-cl. But that's because Eigen supports CUDA, and cuda-on-cl can compile CUDA applications into OpenCL.

Why tensorflow use Eigen instead of BLAS?

Tensorflow uses Eigen and BLAS

  • BLAS is highly optimized for matrix multiplication
  • doesnt handle things like: reduction, sorting, per-element addition etc

from coriander.

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