File size: 824 Bytes
b177539
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
#include <torch/extension.h>

#include <vector>

// CUDA forward declarations

void total_variation_add_grad_cuda(torch::Tensor param, torch::Tensor grad, float wx, float wy, float wz, bool dense_mode);


// C++ interface

#define CHECK_CUDA(x) TORCH_CHECK(x.type().is_cuda(), #x " must be a CUDA tensor")
#define CHECK_CONTIGUOUS(x) TORCH_CHECK(x.is_contiguous(), #x " must be contiguous")
#define CHECK_INPUT(x) CHECK_CUDA(x); CHECK_CONTIGUOUS(x)

void total_variation_add_grad(torch::Tensor param, torch::Tensor grad, float wx, float wy, float wz, bool dense_mode) {
  CHECK_INPUT(param);
  CHECK_INPUT(grad);
  total_variation_add_grad_cuda(param, grad, wx, wy, wz, dense_mode);
}

PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) {
  m.def("total_variation_add_grad", &total_variation_add_grad, "Add total variation grad");
}