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Applications for gradient Halide

Dependencies

  • pytorch
  • py.test
  • halide

Building

Set the HALIDE_DIR env var to your Halide root directory. Then run:

cd gapps
make

Adding a new operator

See 'dummy' for an example. This is done in 5 steps:

  1. Write a Halide generator e.g. src/dummy.hl.cxx.

  2. Declare a CFFI entry point in src/operators.h.

  3. Write the PyTorch C interface in src/operator.cxx.

  4. Register your new operator with Autograd in functions/operators.py.

  5. Add an entry in the Makefile (under OPS)

Running tests

Run with stdout prints:

cd gapps py.test --capture=no test

Visdom

python3 -m visdom.server

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  • C++ 59.3%
  • Python 37.6%
  • Cuda 1.9%
  • Makefile 0.9%
  • C 0.2%
  • Shell 0.1%