im2col.cl 3.24 KB
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__kernel void im2col(__global const T *im_src, int im_src_offset,
                     int channels, int height_inp, int width_inp,
                     int kernel_h, int kernel_w, int pad_h, int pad_w, int stride_h, int stride_w,
                     int height_out, int width_out,
                     __global T *im_col, int im_col_offset
                    )
{
    int index = get_global_id(0);
    if (index >= height_out * width_out * channels)
        return;
    int j_out = index % width_out;
    int i_out = (index / width_out) % height_out;
    int c_inp = (index / width_out) / height_out;

    int c_out = c_inp * kernel_h * kernel_w;
    int i_inp = i_out * stride_h - pad_h;
    int j_inp = j_out * stride_w - pad_w;

    im_src += (c_inp * height_inp + i_inp) * width_inp + j_inp + im_src_offset;
    im_col += (c_out * height_out + i_out) * width_out + j_out + im_col_offset;

    for (int ki = 0; ki < kernel_h; ++ki)
        for (int kj = 0; kj < kernel_w; ++kj) {
            int i = i_inp + ki;
            int j = j_inp + kj;
            *im_col = (i >= 0 && j >= 0 && i < height_inp && j < width_inp) ?
                im_src[ki * width_inp + kj] : 0;
            im_col += height_out * width_out;
      }
}