col2im.cl 2.91 KB
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/*************************************************************************************
 * Copyright (c) 2015, Advanced Micro Devices, Inc.
 * All rights reserved.
 *
 * Redistribution and use in source and binary forms, with or without modification,
 * are permitted provided that the following conditions are met:
 *
 * 1. Redistributions of source code must retain the above copyright notice, this
 * list of conditions and the following disclaimer.
 *
 * 2. Redistributions in binary form must reproduce the above copyright notice,
 * this list of conditions and the following disclaimer in the documentation and/or
 *  other materials provided with the distribution.
 *
 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND
 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED
 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED.
 * IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT,
 * INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,
 * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA,
 * OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
 * WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
 * POSSIBILITY OF SUCH DAMAGE.
 **************************************************************************************/

__kernel void col2im(const int n, __global const T* data_col, const int col_offset,
    const int height, const int width, const int channels,
    const int patch_h, const int patch_w,
    const int pad_h, const int pad_w,
    const int stride_h, const int stride_w,
    const int height_col, const int width_col,
    __global T* data_im, const int img_offset)
{
  data_col = data_col + col_offset;
  data_im = data_im + img_offset;
  int index = get_global_id(0);
  if(index < n) {
    T val = 0;
    int w = index % width + pad_w;
    int h = (index / width) % height + pad_h;
    int c = index / (width * height);

    // compute the start and end of the output
    int w_col_start = (w < patch_w) ? 0 : (w - patch_w) / stride_w + 1;
    int w_col_end = min(w / stride_w + 1, width_col);
    int h_col_start = (h < patch_h) ? 0 : (h - patch_h) / stride_h + 1;
    int h_col_end = min(h / stride_h + 1, height_col);

    // equivalent implementation
    int offset =
    (c * patch_h * patch_w + h * patch_w + w) * height_col * width_col;
    int coeff_h_col = (1 - stride_h * patch_w * height_col) * width_col;
    int coeff_w_col = (1 - stride_w * height_col * width_col);
    for (int h_col = h_col_start; h_col < h_col_end; ++h_col) {
      for (int w_col = w_col_start; w_col < w_col_end; ++w_col) {
        val += data_col[offset + h_col * coeff_h_col + w_col * coeff_w_col];
      }
    }
    data_im[index] = val;
  }
}