Padding.h 2.0 KB

1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162
  1. #pragma once
  2. #include <ATen/core/Tensor.h>
  3. #include <ATen/native/DispatchStub.h>
  4. namespace at::native {
  5. using padding_fn = void (*)(const Tensor&, const Tensor&, IntArrayRef);
  6. // reflection padding
  7. DECLARE_DISPATCH(padding_fn, reflection_pad1d_kernel);
  8. DECLARE_DISPATCH(padding_fn, reflection_pad1d_backward_kernel);
  9. DECLARE_DISPATCH(padding_fn, reflection_pad2d_kernel);
  10. DECLARE_DISPATCH(padding_fn, reflection_pad2d_backward_kernel);
  11. DECLARE_DISPATCH(padding_fn, reflection_pad3d_kernel);
  12. DECLARE_DISPATCH(padding_fn, reflection_pad3d_backward_kernel);
  13. // replication padding
  14. DECLARE_DISPATCH(padding_fn, replication_pad1d_kernel);
  15. DECLARE_DISPATCH(padding_fn, replication_pad1d_backward_kernel);
  16. DECLARE_DISPATCH(padding_fn, replication_pad2d_kernel);
  17. DECLARE_DISPATCH(padding_fn, replication_pad2d_backward_kernel);
  18. DECLARE_DISPATCH(padding_fn, replication_pad3d_kernel);
  19. DECLARE_DISPATCH(padding_fn, replication_pad3d_backward_kernel);
  20. namespace padding {
  21. template <int dim>
  22. inline void check_valid_input(const Tensor& input, IntArrayRef padding) {
  23. TORCH_CHECK(padding.size() == 2 * dim,
  24. "padding size is expected to be ", 2 * dim,
  25. ", but got: ", padding.size());
  26. int input_dim = input.dim();
  27. bool is_batch_mode = input_dim == (dim + 2);
  28. bool valid_batch_mode = is_batch_mode;
  29. bool valid_non_batch_mode = !is_batch_mode;
  30. if (is_batch_mode) {
  31. // allow batch size of 0-dim.
  32. for (const auto d : c10::irange(1, input_dim)) {
  33. valid_batch_mode = valid_batch_mode && input.size(d) != 0;
  34. }
  35. } else {
  36. for (const auto d : c10::irange(0, input_dim)) {
  37. valid_non_batch_mode = valid_non_batch_mode && input.size(d) != 0;
  38. }
  39. }
  40. // allow empty batch size but not other dimensions.
  41. TORCH_CHECK(valid_batch_mode || valid_non_batch_mode,
  42. "Expected ", dim + 1, "D or ", dim + 2,
  43. "D (batch mode) tensor with possibly 0 batch size and other non-zero dimensions for input, but got: ",
  44. input.sizes());
  45. }
  46. } // namespace padding
  47. } // at::native