From 0f1a31648c5292fa49b35eac90a2ee676d6c13e6 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Sat, 31 Jan 2015 06:05:23 +0000
Subject: [PATCH] idk, probably something changed
---
src/maxpool_layer.c | 70 +++++++++++++++++++----------------
1 files changed, 38 insertions(+), 32 deletions(-)
diff --git a/src/maxpool_layer.c b/src/maxpool_layer.c
index 070eaba..834ebdb 100644
--- a/src/maxpool_layer.c
+++ b/src/maxpool_layer.c
@@ -1,4 +1,5 @@
#include "maxpool_layer.h"
+#include "cuda.h"
#include <stdio.h>
image get_maxpool_image(maxpool_layer layer)
@@ -27,9 +28,15 @@
layer->c = c;
layer->size = size;
layer->stride = stride;
- layer->max_indexes = calloc(((h-1)/stride+1) * ((w-1)/stride+1) * c*batch, sizeof(int));
- layer->output = calloc(((h-1)/stride+1) * ((w-1)/stride+1) * c*batch, sizeof(float));
- layer->delta = calloc(((h-1)/stride+1) * ((w-1)/stride+1) * c*batch, sizeof(float));
+ int output_size = ((h-1)/stride+1) * ((w-1)/stride+1) * c * batch;
+ layer->indexes = calloc(output_size, sizeof(int));
+ layer->output = calloc(output_size, sizeof(float));
+ layer->delta = calloc(output_size, sizeof(float));
+ #ifdef GPU
+ layer->indexes_gpu = cuda_make_int_array(output_size);
+ layer->output_gpu = cuda_make_array(layer->output, output_size);
+ layer->delta_gpu = cuda_make_array(layer->delta, output_size);
+ #endif
return layer;
}
@@ -44,43 +51,42 @@
void forward_maxpool_layer(const maxpool_layer layer, float *input)
{
- int b;
+ int b,i,j,k,l,m;
+ int w_offset = (-layer.size-1)/2 + 1;
+ int h_offset = (-layer.size-1)/2 + 1;
+
+ int h = (layer.h-1)/layer.stride + 1;
+ int w = (layer.w-1)/layer.stride + 1;
+ int c = layer.c;
+
for(b = 0; b < layer.batch; ++b){
- int h = (layer.h-1)/layer.stride + 1;
- int w = (layer.w-1)/layer.stride + 1;
- int c = layer.c;
-
- int i,j,k,l,m;
- for(k = 0; k < layer.c; ++k){
- for(i = 0; i < layer.h; i += layer.stride){
- for(j = 0; j < layer.w; j += layer.stride){
- int out_index = j/layer.stride + w*(i/layer.stride + h*(k + c*b));
- layer.output[out_index] = -FLT_MAX;
- int lower = (-layer.size-1)/2 + 1;
- int upper = layer.size/2 + 1;
-
- int lh = (i+lower < 0) ? 0 : i+lower;
- int uh = (i+upper > layer.h) ? layer.h : i+upper;
-
- int lw = (j+lower < 0) ? 0 : j+lower;
- int uw = (j+upper > layer.w) ? layer.w : j+upper;
- for(l = lh; l < uh; ++l){
- for(m = lw; m < uw; ++m){
- //printf("%d %d\n", l, m);
- int index = m + layer.w*(l + layer.h*(k + b*layer.c));
- if(input[index] > layer.output[out_index]){
- layer.output[out_index] = input[index];
- layer.max_indexes[out_index] = index;
- }
+ for(k = 0; k < c; ++k){
+ for(i = 0; i < h; ++i){
+ for(j = 0; j < w; ++j){
+ int out_index = j + w*(i + h*(k + c*b));
+ float max = -FLT_MAX;
+ int max_i = -1;
+ for(l = 0; l < layer.size; ++l){
+ for(m = 0; m < layer.size; ++m){
+ int cur_h = h_offset + i*layer.stride + l;
+ int cur_w = w_offset + j*layer.stride + m;
+ int index = cur_w + layer.w*(cur_h + layer.h*(k + b*layer.c));
+ int valid = (cur_h >= 0 && cur_h < layer.h &&
+ cur_w >= 0 && cur_w < layer.w);
+ float val = (valid != 0) ? input[index] : -FLT_MAX;
+ max_i = (val > max) ? index : max_i;
+ max = (val > max) ? val : max;
}
}
+ layer.output[out_index] = max;
+ layer.indexes[out_index] = max_i;
}
}
}
}
}
-void backward_maxpool_layer(const maxpool_layer layer, float *input, float *delta)
+void backward_maxpool_layer(const maxpool_layer layer, float *delta)
{
int i;
int h = (layer.h-1)/layer.stride + 1;
@@ -88,7 +94,7 @@
int c = layer.c;
memset(delta, 0, layer.batch*layer.h*layer.w*layer.c*sizeof(float));
for(i = 0; i < h*w*c*layer.batch; ++i){
- int index = layer.max_indexes[i];
+ int index = layer.indexes[i];
delta[index] += layer.delta[i];
}
}
--
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