From 76ee68f96d864a27312c9aa09856ddda559a5cd9 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Thu, 28 Aug 2014 02:11:46 +0000
Subject: [PATCH] Trying some stuff w/ dropout
---
src/col2im.c | 81 ++++++++++++++++++++++++++++++++--------
1 files changed, 64 insertions(+), 17 deletions(-)
diff --git a/src/col2im.c b/src/col2im.c
index fd7de4f..c418fa5 100644
--- a/src/col2im.c
+++ b/src/col2im.c
@@ -1,21 +1,21 @@
#include <stdio.h>
#include <math.h>
inline void col2im_add_pixel(float *im, int height, int width, int channels,
- int row, int col, int channel, int pad, float val)
+ int b, 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 + channel*height)] += val;
+ im[col + width*(row + height*(channel+b*channels))] += val;
}
//This one might be too, can't remember.
-void col2im_cpu(float* data_col,
- const int channels, const int height, const int width,
- const int ksize, const int stride, int pad, float* data_im)
+void col2im_cpu(float* data_col, int batch,
+ int channels, int height, int width,
+ int ksize, int stride, int pad, float* data_im)
{
- int c,h,w;
+ int b,c,h,w;
int height_col = (height - ksize) / stride + 1;
int width_col = (width - ksize) / stride + 1;
if (pad){
@@ -24,20 +24,67 @@
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;
- double val = data_col[(c * height_col + h) * width_col + w];
- col2im_add_pixel(data_im, height, width, channels,
- im_row, im_col, c_im, pad, val);
+ int col_size = height_col*width_col*channels_col;
+ for(b = 0; b < batch; ++b){
+ 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 + b*col_size;
+ double val = data_col[col_index];
+ col2im_add_pixel(data_im, height, width, channels,
+ b, 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 batch,
+ int channels, int height, int width,
+ int ksize, int stride, int pad, cl_mem data_im)
+{
+ cl_setup();
+ 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(batch), (void*) &batch);
+ 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*batch};
+
+ clEnqueueNDRangeKernel(queue, kernel, 3, 0,
+ global_size, 0, 0, 0, 0);
+ check_error(cl);
+}
+
+#endif
--
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