123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112 |
- #pragma once
- #include <cstring>
- namespace at {
- namespace native {
- template <typename T>
- static void vol2col(
- const T* data_vol,
- const int64_t channels,
- const int64_t depth,
- const int64_t height,
- const int64_t width,
- const int64_t depth_col,
- const int64_t height_col,
- const int64_t width_col,
- const int64_t kT,
- const int64_t kernel_height,
- const int64_t kernel_width,
- const int64_t pT,
- const int64_t pH,
- const int64_t pW,
- const int64_t dT,
- const int64_t dH,
- const int64_t dW,
- const int64_t dilationT,
- const int64_t dilationH,
- const int64_t dilationW,
- T* data_col) {
- int64_t c, t, h, w;
- int64_t channels_col = channels * kT * kernel_height * kernel_width;
- for (c = 0; c < channels_col; ++c) {
- int64_t w_offset = c % kernel_width;
- int64_t h_offset = (c / kernel_width) % kernel_height;
- int64_t t_offset = (c / kernel_width / kernel_height) % kT;
- int64_t c_vol = c / kT / kernel_height / kernel_width;
- for (t = 0; t < depth_col; ++t) {
- int64_t t_pad = t * dT - pT + t_offset * dilationT;
- for (h = 0; h < height_col; ++h) {
- int64_t h_pad = h * dH - pH + h_offset * dilationH;
- for (w = 0; w < width_col; ++w) {
- int64_t w_pad = w * dW - pW + w_offset * dilationW;
- if (t_pad >= 0 && t_pad < depth && h_pad >= 0 && h_pad < height &&
- w_pad >= 0 && w_pad < width)
- data_col[((c * depth_col + t) * height_col + h) * width_col + w] =
- data_vol
- [((c_vol * depth + t_pad) * height + h_pad) * width +
- w_pad];
- else
- data_col[((c * depth_col + t) * height_col + h) * width_col + w] =
- 0;
- }
- }
- }
- }
- }
- template <typename T>
- static void col2vol(
- const T* data_col,
- const int64_t channels,
- const int64_t depth,
- const int64_t height,
- const int64_t width,
- const int64_t out_depth,
- const int64_t out_height,
- const int64_t out_width,
- const int64_t kT,
- const int64_t kernel_height,
- const int64_t kernel_width,
- const int64_t pT,
- const int64_t pH,
- const int64_t pW,
- const int64_t dT,
- const int64_t dH,
- const int64_t dW,
- const int64_t dilationT,
- const int64_t dilationH,
- const int64_t dilationW,
- T* data_vol) {
- int64_t c, t, h, w;
- memset(data_vol, 0, sizeof(T) * depth * height * width * channels);
- int64_t depth_col = out_depth;
- int64_t height_col = out_height;
- int64_t width_col = out_width;
- int64_t channels_col = channels * kT * kernel_height * kernel_width;
- for (c = 0; c < channels_col; ++c) {
- int64_t w_offset = c % kernel_width;
- int64_t h_offset = (c / kernel_width) % kernel_height;
- int64_t t_offset = (c / kernel_width / kernel_height) % kT;
- int64_t c_vol = c / kT / kernel_height / kernel_width;
- for (t = 0; t < depth_col; ++t) {
- int64_t t_pad = t * dT - pT + t_offset * dilationT;
- for (h = 0; h < height_col; ++h) {
- int64_t h_pad = h * dH - pH + h_offset * dilationH;
- for (w = 0; w < width_col; ++w) {
- int64_t w_pad = w * dW - pW + w_offset * dilationW;
- if (t_pad >= 0 && t_pad < depth && h_pad >= 0 && h_pad < height &&
- w_pad >= 0 && w_pad < width)
- data_vol
- [((c_vol * depth + t_pad) * height + h_pad) * width + w_pad] +=
- data_col
- [((c * depth_col + t) * height_col + h) * width_col + w];
- }
- }
- }
- }
- }
- } // namespace native
- } // namespace at
|