ActivationLeakyReluKernel.cu

#define TORCH_ASSERT_NO_OPERATORS
#define _USE_MATH_DEFINES

#include <ATen/native/Activation.h>

#include <cmath>

#include <thrust/tuple.h>

#include <ATen/AccumulateType.h>
#include <ATen/Dispatch.h>
#include <ATen/core/TensorBase.h>
#include <c10/core/Scalar.h>
#include <c10/cuda/CUDAMathCompat.h>
#include <ATen/cuda/ApplyGridUtils.cuh>
#include <ATen/cuda/detail/OffsetCalculator.cuh>
#include <ATen/native/cuda/Loops.cuh>

namespace at::native {
namespace {

void leaky_relu_kernel(TensorIteratorBase& iter, const Scalar& negval_) {
  AT_DISPATCH_FLOATING_TYPES_AND2(
      at::ScalarType::Half,
      at::ScalarType::BFloat16,
      iter.dtype(),
      "leaky_relu_cuda",
      [&]() {
        using opmath_t = at::opmath_type<scalar_t>;
        auto negval = negval_.to<opmath_t>();
        gpu_kernel(iter, [negval] GPU_LAMBDA(scalar_t a) -> scalar_t {
          opmath_t aop = static_cast<opmath_t>(a);
          return aop > opmath_t(0) ? aop : aop * negval;
        });
      });
}

void leaky_relu_backward_kernel(
    TensorIteratorBase& iter,
    const Scalar& negval_) {
  AT_DISPATCH_FLOATING_TYPES_AND2(
      at::ScalarType::Half,
      at::ScalarType::BFloat16,
      iter.dtype(),
      "leaky_relu_backward_cuda",
      [&]() {
        using opmath_t = at::opmath_type<scalar_t>;
        auto negval = negval_.to<opmath_t>();
        gpu_kernel(
            iter, [negval] GPU_LAMBDA(scalar_t a, scalar_t b) -> scalar_t {
              opmath_t aop = static_cast<opmath_t>(a);
              opmath_t bop = static_cast<opmath_t>(b);
              return aop > opmath_t(0) ? bop : bop * negval;
            });
      });
}
} // namespace

REGISTER_DISPATCH(leaky_relu_stub, &leaky_relu_kernel);
REGISTER_DISPATCH(leaky_relu_backward_stub, &leaky_relu_backward_kernel);

} // namespace at::native