From d0b9326a352ed2fbc3ae66fdef40b4533a2f211d Mon Sep 17 00:00:00 2001
From: Joseph Redmon <pjreddie@gmail.com>
Date: Tue, 11 Aug 2015 06:22:27 +0000
Subject: [PATCH] Hacks to get nightmare to not break gridsizing

---
 src/data.c |   43 +++++++++++++++++++++++++++++++++++--------
 1 files changed, 35 insertions(+), 8 deletions(-)

diff --git a/src/data.c b/src/data.c
index ad48592..6a41d13 100644
--- a/src/data.c
+++ b/src/data.c
@@ -8,7 +8,7 @@
 
 unsigned int data_seed;
 
-struct load_args{
+typedef struct load_args{
     char **paths;
     int n;
     int m;
@@ -22,7 +22,10 @@
     int classes;
     int background;
     data *d;
-};
+    char *path;
+    image *im;
+    image *resized;
+} load_args;
 
 list *get_paths(char *filename)
 {
@@ -137,7 +140,7 @@
 
 void fill_truth_detection(char *path, float *truth, int classes, int num_boxes, int flip, int background, float dx, float dy, float sx, float sy)
 {
-    char *labelpath = find_replace(path, "detection_images", "labels");
+    char *labelpath = find_replace(path, "JPEGImages", "labels");
     labelpath = find_replace(labelpath, ".jpg", ".txt");
     labelpath = find_replace(labelpath, ".JPEG", ".txt");
     int count = 0;
@@ -194,8 +197,6 @@
         h = constrain(0, 1, h);
         if (w < .01 || h < .01) continue;
         if(1){
-            //w = sqrt(w);
-            //h = sqrt(h);
             w = pow(w, 1./2.);
             h = pow(h, 1./2.);
         }
@@ -329,7 +330,7 @@
             ++count;
         }
     }
-    if(count != 1) printf("%d, %s\n", count, path);
+    if(count != 1) printf("Too many or too few labels: %d, %s\n", count, path);
 }
 
 matrix load_labels_paths(char **paths, int n, char **labels, int k)
@@ -453,21 +454,47 @@
 
         int flip = rand_r(&data_seed)%2;
         image cropped = crop_image(orig, pleft, ptop, swidth, sheight);
+
         float dx = ((float)pleft/ow)/sx;
         float dy = ((float)ptop /oh)/sy;
 
-        free_image(orig);
         image sized = resize_image(cropped, w, h);
-        free_image(cropped);
         if(flip) flip_image(sized);
         d.X.vals[i] = sized.data;
 
         fill_truth_detection(random_paths[i], d.y.vals[i], classes, num_boxes, flip, background, dx, dy, 1./sx, 1./sy);
+
+        free_image(orig);
+        free_image(cropped);
     }
     free(random_paths);
     return d;
 }
 
+void *load_image_in_thread(void *ptr)
+{
+    load_args a = *(load_args*)ptr;
+    free(ptr);
+    *(a.im) = load_image_color(a.path, 0, 0);
+    *(a.resized) = resize_image(*(a.im), a.w, a.h);
+    return 0;
+}
+
+pthread_t load_image_thread(char *path, image *im, image *resized, int w, int h)
+{
+    pthread_t thread;
+    struct load_args *args = calloc(1, sizeof(struct load_args));
+    args->path = path;
+    args->w = w;
+    args->h = h;
+    args->im = im;
+    args->resized = resized;
+    if(pthread_create(&thread, 0, load_image_in_thread, args)) {
+        error("Thread creation failed");
+    }
+    return thread;
+}
+
 void *load_localization_thread(void *ptr)
 {
     printf("Loading data: %d\n", rand_r(&data_seed));

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