Files
darknet/src/im2col.cl
2014-08-27 19:11:46 -07:00

44 lines
1.4 KiB
Common Lisp

float im2col_get_pixel(__global float *im, int height, int width, int channels,
int batch, int row, int col, int channel, int pad)
{
row -= pad;
col -= pad;
if (row < 0 || col < 0 || row >= height || col >= width) return 0;
int index = col + width*(row + height*(channel+batch*channels));
return im[index];
}
__kernel void im2col(__global float *data_im, int batch,
int channels, int height, int width,
int ksize, int stride, int pad, __global float *data_col)
{
int c,h,w,b;
int height_col = (height - ksize) / stride + 1;
int width_col = (width - ksize) / stride + 1;
if (pad){
height_col = 1 + (height-1) / stride;
width_col = 1 + (width-1) / stride;
pad = ksize/2;
}
int gid1 = get_global_id(0);
b = gid1%batch;
c = gid1/batch;
int gid2 = get_global_id(1);
h = gid2%height_col;
w = gid2/height_col;
int channels_col = channels * ksize * ksize;
int col_size = height_col*width_col*channels_col;
int w_offset = c % ksize;
int h_offset = (c / ksize) % ksize;
int c_im = c / ksize / ksize;
int im_row = h_offset + h * stride;
int im_col = w_offset + w * stride;
int col_index = (c * height_col + h) * width_col + w + b*col_size;
data_col[col_index] = im2col_get_pixel(data_im, height, width, channels, b, im_row, im_col, c_im, pad);
}