| | |
| | | } |
| | | } |
| | | |
| | | void decode_captcha(char *cfgfile, char *weightfile) |
| | | { |
| | | setbuf(stdout, NULL); |
| | | srand(time(0)); |
| | | network net = parse_network_cfg(cfgfile); |
| | | set_batch_network(&net, 1); |
| | | if(weightfile){ |
| | | load_weights(&net, weightfile); |
| | | } |
| | | char filename[256]; |
| | | while(1){ |
| | | printf("Enter filename: "); |
| | | fgets(filename, 256, stdin); |
| | | strtok(filename, "\n"); |
| | | image im = load_image_color(filename, 60, 200); |
| | | scale_image(im, 1./255.); |
| | | float *X = im.data; |
| | | float *predictions = network_predict(net, X); |
| | | image out = float_to_image(60, 200, 3, predictions); |
| | | show_image(out, "decoded"); |
| | | cvWaitKey(0); |
| | | free_image(im); |
| | | } |
| | | } |
| | | |
| | | void encode_captcha(char *cfgfile, char *weightfile) |
| | | { |
| | | float avg_loss = -1; |
| | | srand(time(0)); |
| | | char *base = basecfg(cfgfile); |
| | | printf("%s\n", base); |
| | | network net = parse_network_cfg(cfgfile); |
| | | if(weightfile){ |
| | | load_weights(&net, weightfile); |
| | | } |
| | | printf("Learning Rate: %g, Momentum: %g, Decay: %g\n", net.learning_rate, net.momentum, net.decay); |
| | | int imgs = 1024; |
| | | int i = net.seen/imgs; |
| | | list *plist = get_paths("/data/captcha/encode.list"); |
| | | char **paths = (char **)list_to_array(plist); |
| | | printf("%d\n", plist->size); |
| | | clock_t time; |
| | | while(1){ |
| | | ++i; |
| | | time=clock(); |
| | | data train = load_data_captcha_encode(paths, imgs, plist->size, 60, 200); |
| | | scale_data_rows(train, 1./255); |
| | | printf("Loaded: %lf seconds\n", sec(clock()-time)); |
| | | time=clock(); |
| | | float loss = train_network(net, train); |
| | | net.seen += imgs; |
| | | if(avg_loss == -1) avg_loss = loss; |
| | | avg_loss = avg_loss*.9 + loss*.1; |
| | | printf("%d: %f, %f avg, %lf seconds, %d images\n", i, loss, avg_loss, sec(clock()-time), net.seen); |
| | | free_matrix(train.X); |
| | | if(i%100==0){ |
| | | char buff[256]; |
| | | sprintf(buff, "/home/pjreddie/imagenet_backup/%s_%d.weights",base, i); |
| | | save_weights(net, buff); |
| | | } |
| | | } |
| | | } |
| | | |
| | | void validate_captcha(char *cfgfile, char *weightfile) |
| | | { |
| | |
| | | char *weights = (argc > 4) ? argv[4] : 0; |
| | | if(0==strcmp(argv[2], "test")) test_captcha(cfg, weights); |
| | | else if(0==strcmp(argv[2], "train")) train_captcha(cfg, weights); |
| | | else if(0==strcmp(argv[2], "encode")) encode_captcha(cfg, weights); |
| | | else if(0==strcmp(argv[2], "decode")) decode_captcha(cfg, weights); |
| | | else if(0==strcmp(argv[2], "valid")) validate_captcha(cfg, weights); |
| | | } |
| | | |