#include #include inline void col2im_add_pixel(float *im, int height, int width, int channels, int row, int col, int channel, int pad, float val) { row -= pad; col -= pad; if (row < 0 || col < 0 || row >= height || col >= width) return; im[col + width*(row + height*channel)] += val; } //This one might be too, can't remember. void col2im_cpu(float* data_col, int channels, int height, int width, int ksize, int stride, int pad, float* data_im) { int c,h,w; 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 channels_col = channels * ksize * ksize; for (c = 0; c < channels_col; ++c) { int w_offset = c % ksize; int h_offset = (c / ksize) % ksize; int c_im = c / ksize / ksize; for (h = 0; h < height_col; ++h) { for (w = 0; w < width_col; ++w) { int im_row = h_offset + h * stride; int im_col = w_offset + w * stride; int col_index = (c * height_col + h) * width_col + w; double val = data_col[col_index]; col2im_add_pixel(data_im, height, width, channels, im_row, im_col, c_im, pad, val); } } } } #ifdef GPU #include "opencl.h" cl_kernel get_col2im_kernel() { static int init = 0; static cl_kernel im2col_kernel; if(!init){ im2col_kernel = get_kernel("src/col2im.cl", "col2im", 0); init = 1; } return im2col_kernel; } void col2im_ongpu(cl_mem data_col, int offset, int channels, int height, int width, int ksize, int stride, int pad, cl_mem data_im) { cl_kernel kernel = get_col2im_kernel(); cl_command_queue queue = cl.queue; cl_uint i = 0; cl.error = clSetKernelArg(kernel, i++, sizeof(data_col), (void*) &data_col); cl.error = clSetKernelArg(kernel, i++, sizeof(offset), (void*) &offset); cl.error = clSetKernelArg(kernel, i++, sizeof(channels), (void*) &channels); cl.error = clSetKernelArg(kernel, i++, sizeof(height), (void*) &height); cl.error = clSetKernelArg(kernel, i++, sizeof(width), (void*) &width); cl.error = clSetKernelArg(kernel, i++, sizeof(ksize), (void*) &ksize); cl.error = clSetKernelArg(kernel, i++, sizeof(stride), (void*) &stride); cl.error = clSetKernelArg(kernel, i++, sizeof(pad), (void*) &pad); cl.error = clSetKernelArg(kernel, i++, sizeof(data_im), (void*) &data_im); check_error(cl); size_t global_size = channels*height*width; cl.error = clEnqueueNDRangeKernel(queue, kernel, 1, 0, &global_size, 0, 0, 0, 0); check_error(cl); } /* void col2im_gpu(float *data_col, int batch, int channels, int height, int width, int ksize, int stride, int pad, float *data_im) { int height_col = (height - ksize) / stride + 1; int width_col = (width - ksize) / stride + 1; int channels_col = channels * ksize * ksize; size_t size = height_col*width_col*channels_col*batch; cl_mem col_gpu = cl_make_array(data_col, size); size = channels*height*width*batch; cl_mem im_gpu = cl_make_array(data_im, size); col2im_ongpu(col_gpu, batch, channels, height, width, ksize, stride, pad, im_gpu); cl_read_array(im_gpu, data_im, size); clReleaseMemObject(col_gpu); clReleaseMemObject(im_gpu); } */ #endif