From b77a8f39874c05a1ed0cabd8d85134126ac2da47 Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Fri, 28 Nov 2014 18:38:26 +0000
Subject: [PATCH] stable

---
 src/cost_layer.c |   65 ++++++++++++++++++++++++++++++++
 1 files changed, 64 insertions(+), 1 deletions(-)

diff --git a/src/cost_layer.c b/src/cost_layer.c
index 1df0ed4..6614b94 100644
--- a/src/cost_layer.c
+++ b/src/cost_layer.c
@@ -2,15 +2,36 @@
 #include "utils.h"
 #include "mini_blas.h"
 #include <math.h>
+#include <string.h>
 #include <stdlib.h>
 #include <stdio.h>
 
-cost_layer *make_cost_layer(int batch, int inputs)
+COST_TYPE get_cost_type(char *s)
+{
+    if (strcmp(s, "sse")==0) return SSE;
+    if (strcmp(s, "detection")==0) return DETECTION;
+    fprintf(stderr, "Couldn't find activation function %s, going with SSE\n", s);
+    return SSE;
+}
+
+char *get_cost_string(COST_TYPE a)
+{
+    switch(a){
+        case SSE:
+            return "sse";
+        case DETECTION:
+            return "detection";
+    }
+    return "sse";
+}
+
+cost_layer *make_cost_layer(int batch, int inputs, COST_TYPE type)
 {
     fprintf(stderr, "Cost Layer: %d inputs\n", inputs);
     cost_layer *layer = calloc(1, sizeof(cost_layer));
     layer->batch = batch;
     layer->inputs = inputs;
+    layer->type = type;
     layer->delta = calloc(inputs*batch, sizeof(float));
     layer->output = calloc(1, sizeof(float));
     #ifdef GPU
@@ -24,6 +45,12 @@
     if (!truth) return;
     copy_cpu(layer.batch*layer.inputs, truth, 1, layer.delta, 1);
     axpy_cpu(layer.batch*layer.inputs, -1, input, 1, layer.delta, 1);
+    if(layer.type == DETECTION){
+        int i;
+        for(i = 0; i < layer.batch*layer.inputs; ++i){
+            if((i%5) && !truth[(i/5)*5]) layer.delta[i] = 0;
+        }
+    }
     *(layer.output) = dot_cpu(layer.batch*layer.inputs, layer.delta, 1, layer.delta, 1);
 }
 
@@ -33,6 +60,38 @@
 }
 
 #ifdef GPU
+
+cl_kernel get_mask_kernel()
+{
+    static int init = 0;
+    static cl_kernel kernel;
+    if(!init){
+        kernel = get_kernel("src/axpy.cl", "mask", 0);
+        init = 1;
+    }
+    return kernel;
+}
+
+void mask_ongpu(int n, cl_mem x, cl_mem mask, int mod)
+{
+    cl_setup();
+    cl_kernel kernel = get_mask_kernel();
+    cl_command_queue queue = cl.queue;
+
+    cl_uint i = 0;
+    cl.error = clSetKernelArg(kernel, i++, sizeof(n), (void*) &n);
+    cl.error = clSetKernelArg(kernel, i++, sizeof(x), (void*) &x);
+    cl.error = clSetKernelArg(kernel, i++, sizeof(mask), (void*) &mask);
+    cl.error = clSetKernelArg(kernel, i++, sizeof(mod), (void*) &mod);
+    check_error(cl);
+
+    const size_t global_size[] = {n};
+
+    cl.error = clEnqueueNDRangeKernel(queue, kernel, 1, 0, global_size, 0, 0, 0, 0);
+    check_error(cl);
+
+}
+
 void forward_cost_layer_gpu(cost_layer layer, cl_mem input, cl_mem truth)
 {
     if (!truth) return;
@@ -40,6 +99,10 @@
     copy_ongpu(layer.batch*layer.inputs, truth, 1, layer.delta_cl, 1);
     axpy_ongpu(layer.batch*layer.inputs, -1, input, 1, layer.delta_cl, 1);
 
+    if(layer.type==DETECTION){
+        mask_ongpu(layer.inputs*layer.batch, layer.delta_cl, truth, 5);
+    }
+
     cl_read_array(layer.delta_cl, layer.delta, layer.batch*layer.inputs);
     *(layer.output) = dot_cpu(layer.batch*layer.inputs, layer.delta, 1, layer.delta, 1);
     //printf("%f\n", *layer.output);

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