| | |
| | | int i; |
| | | pthread_mutex_lock(&mutex); |
| | | for(i = 0; i < n; ++i){ |
| | | int index = rand()%m; |
| | | int index = random_gen()%m; |
| | | indexes[i] = index; |
| | | random_paths[i] = paths[index]; |
| | | if(i == 0) printf("%s\n", paths[index]); |
| | |
| | | } |
| | | */ |
| | | |
| | | inline unsigned int random_gen() |
| | | { |
| | | unsigned int Num = 0; |
| | | rand_s(&Num); |
| | | return Num; |
| | | } |
| | | |
| | | char **get_random_paths(char **paths, int n, int m) |
| | | { |
| | | char **random_paths = calloc(n, sizeof(char*)); |
| | | int i; |
| | | pthread_mutex_lock(&mutex); |
| | | for(i = 0; i < n; ++i){ |
| | | int index = rand()%m; |
| | | //printf("n = %d \n", n); |
| | | for(i = 0; i < n; ++i){ |
| | | int index = random_gen() % m; |
| | | random_paths[i] = paths[index]; |
| | | //if(i == 0) printf("%s\n", paths[index]); |
| | | //printf("grp: %s\n", paths[index]); |
| | | } |
| | | pthread_mutex_unlock(&mutex); |
| | | return random_paths; |
| | |
| | | for(i = 0; i < n; ++i){ |
| | | image im = load_image_color(paths[i], 0, 0); |
| | | image crop = random_augment_image(im, angle, aspect, min, max, size); |
| | | int flip = rand()%2; |
| | | int flip = random_gen()%2; |
| | | if (flip) flip_image(crop); |
| | | random_distort_image(crop, hue, saturation, exposure); |
| | | |
| | |
| | | int i; |
| | | for(i = 0; i < n; ++i){ |
| | | box_label swap = b[i]; |
| | | int index = rand()%n; |
| | | int index = random_gen()%n; |
| | | b[i] = b[index]; |
| | | b[index] = swap; |
| | | } |
| | |
| | | { |
| | | int i; |
| | | for(i = 0; i < n; ++i){ |
| | | if(boxes[i].x == 0 && boxes[i].y == 0) { |
| | | boxes[i].x = 999999; |
| | | boxes[i].y = 999999; |
| | | boxes[i].w = 999999; |
| | | boxes[i].h = 999999; |
| | | continue; |
| | | } |
| | | boxes[i].left = boxes[i].left * sx - dx; |
| | | boxes[i].right = boxes[i].right * sx - dx; |
| | | boxes[i].top = boxes[i].top * sy - dy; |
| | |
| | | find_replace(path, "images", "labels", labelpath); |
| | | find_replace(labelpath, "JPEGImages", "labels", labelpath); |
| | | |
| | | find_replace(labelpath, "raw", "labels", labelpath); |
| | | find_replace(labelpath, ".jpg", ".txt", labelpath); |
| | | find_replace(labelpath, ".png", ".txt", labelpath); |
| | | find_replace(labelpath, ".JPG", ".txt", labelpath); |
| | |
| | | h = boxes[i].h; |
| | | id = boxes[i].id; |
| | | |
| | | if (w < .01 || h < .01) continue; |
| | | if ((w < .01 || h < .01)) continue; |
| | | |
| | | truth[i*5+0] = x; |
| | | truth[i*5+1] = y; |
| | |
| | | float sx = (float)swidth / ow; |
| | | float sy = (float)sheight / oh; |
| | | |
| | | int flip = rand()%2; |
| | | int flip = random_gen()%2; |
| | | image cropped = crop_image(orig, pleft, ptop, swidth, sheight); |
| | | |
| | | float dx = ((float)pleft/ow)/sx; |
| | |
| | | |
| | | data load_data_swag(char **paths, int n, int classes, float jitter) |
| | | { |
| | | int index = rand()%n; |
| | | int index = random_gen()%n; |
| | | char *random_path = paths[index]; |
| | | |
| | | image orig = load_image_color(random_path, 0, 0); |
| | |
| | | float sx = (float)swidth / w; |
| | | float sy = (float)sheight / h; |
| | | |
| | | int flip = rand()%2; |
| | | int flip = random_gen()%2; |
| | | image cropped = crop_image(orig, pleft, ptop, swidth, sheight); |
| | | |
| | | float dx = ((float)pleft/w)/sx; |
| | |
| | | float sx = (float)swidth / ow; |
| | | float sy = (float)sheight / oh; |
| | | |
| | | int flip = rand()%2; |
| | | int flip = random_gen()%2; |
| | | image cropped = crop_image(orig, pleft, ptop, swidth, sheight); |
| | | |
| | | float dx = ((float)pleft/ow)/sx; |
| | |
| | | |
| | | void *load_thread(void *ptr) |
| | | { |
| | | //printf("Loading data: %d\n", rand()); |
| | | srand(time(0)); |
| | | //printf("Loading data: %d\n", random_gen()); |
| | | load_args a = *(struct load_args*)ptr; |
| | | if(a.exposure == 0) a.exposure = 1; |
| | | if(a.saturation == 0) a.saturation = 1; |
| | |
| | | |
| | | void *load_threads(void *ptr) |
| | | { |
| | | srand(time(0)); |
| | | int i; |
| | | load_args args = *(load_args *)ptr; |
| | | if (args.threads == 0) args.threads = 1; |
| | |
| | | for(i = 0; i < n; ++i){ |
| | | image im = load_image_color(paths[i], 0, 0); |
| | | image crop = random_crop_image(im, w*scale, h*scale); |
| | | int flip = rand()%2; |
| | | int flip = random_gen()%2; |
| | | if (flip) flip_image(crop); |
| | | image resize = resize_image(crop, w, h); |
| | | d.X.vals[i] = resize.data; |
| | |
| | | { |
| | | int j; |
| | | for(j = 0; j < n; ++j){ |
| | | int index = rand()%d.X.rows; |
| | | int index = random_gen()%d.X.rows; |
| | | memcpy(X+j*d.X.cols, d.X.vals[index], d.X.cols*sizeof(float)); |
| | | memcpy(y+j*d.y.cols, d.y.vals[index], d.y.cols*sizeof(float)); |
| | | } |
| | |
| | | { |
| | | int i; |
| | | for(i = d.X.rows-1; i > 0; --i){ |
| | | int index = rand()%i; |
| | | int index = random_gen()%i; |
| | | float *swap = d.X.vals[index]; |
| | | d.X.vals[index] = d.X.vals[i]; |
| | | d.X.vals[i] = swap; |
| | |
| | | |
| | | int i; |
| | | for(i = 0; i < num; ++i){ |
| | | int index = rand()%d.X.rows; |
| | | int index = random_gen()%d.X.rows; |
| | | r.X.vals[i] = d.X.vals[index]; |
| | | r.y.vals[i] = d.y.vals[index]; |
| | | } |