#include #include #include #include "imageInput.h" #define BUFFER_SIZE 100 #define FILE_HEADER_STRING "__info2_image_file_format__" /* * Aufbau der mnist_test.info2 * * Offset Inhalt Typ * ------ ---------------------------- ---------------------------------- * 0 "__info2_image_file_format__" 26 ASCII-Zeichen * 26 Anzahl der Bilder unsigned short (2 Bytes) 10 27 -> 27 10 -> 10000 * 28 Breite eines Bildes unsigned short (2 Bytes) 1C 00 -> 00 1C -> 28 * 30 Höhe eines Bildes unsigned short (2 Bytes) 1C 00 -> 00 1C -> 28 * 32 Bild 0: width*height Pixel unsigned char je Pixel (Graustufe 0-255) * direkt danach: Label 0 unsigned char (Klasse 0-9) * * usw... */ //prüft, ob die Datei mit dem erwarteten Dateitag beginnt static int checkFileTag(FILE *file) { int isValid = 0; size_t tagLength = strlen(FILE_HEADER_STRING); char buffer[BUFFER_SIZE] = {0}; if(tagLength < BUFFER_SIZE && fread(buffer, sizeof(char), tagLength, file) == tagLength) { isValid = strncmp(buffer, FILE_HEADER_STRING, tagLength) == 0; } return isValid; } //liest Anzahl, Breite und Höhe der Bildserie; Erfolg nur, wenn alle Werte gelesen werden konnten und positiv sind static int readSeriesHeader(FILE *file, unsigned short *count, unsigned short *width, unsigned short *height) { return fread(count, sizeof(unsigned short), 1, file) == 1 && fread(width, sizeof(unsigned short), 1, file) == 1 && fread(height, sizeof(unsigned short), 1, file) == 1 && *count > 0 && *width > 0 && *height > 0; } //liest die Pixelwerte eines einzelnen Bildes; buffer ist NULL im Fehlerfall static GrayScaleImage readImage(FILE *file, unsigned int width, unsigned int height) { GrayScaleImage image = {NULL, 0, 0}; GrayScalePixelType *buffer = (GrayScalePixelType *)calloc(width * height, sizeof(GrayScalePixelType)); if(buffer != NULL && fread(buffer, sizeof(GrayScalePixelType), width * height, file) == width * height) { image.buffer = buffer; image.width = width; image.height = height; } else { free(buffer); } return image; } //liest die Klasse (Label) des zuletzt gelesenen Bildes static int readLabel(FILE *file, unsigned char *label) { return fread(label, sizeof(unsigned char), 1, file) == 1; } static int isValidSeries(const GrayScaleImageSeries *series) { return series->images != NULL && series->labels != NULL && series->count > 0; } GrayScaleImageSeries *readImages(const char *path) { GrayScaleImageSeries *series = NULL; FILE *file = fopen(path, "rb"); //Binärdatei, daher "rb" if(file != NULL) { unsigned short count = 0; unsigned short width = 0; unsigned short height = 0; if(checkFileTag(file) && readSeriesHeader(file, &count, &width, &height)) { series = (GrayScaleImageSeries *)malloc(sizeof(GrayScaleImageSeries)); //struct containing *images, *lables and count if(series != NULL) { series->images = (GrayScaleImage *)calloc(count, sizeof(GrayScaleImage)); //10000 * 784bytes in our example series->labels = (unsigned char *)calloc(count, sizeof(unsigned char)); //10000bytes 1 for every picture in our example series->count = count; if(isValidSeries(series)) { int allRead = 1; for(unsigned int i = 0; i < count && allRead; i++) { series->images[i] = readImage(file, width, height); allRead = series->images[i].buffer != NULL && readLabel(file, &series->labels[i]); } if(!allRead) { clearSeries(series); series = NULL; } } else { clearSeries(series); series = NULL; } } } fclose(file); } return series; } void clearSeries(GrayScaleImageSeries *series) { if(series != NULL) { if(series->images != NULL) { //erst die Pixelbuffer der einzelnen Bilder, dann das Array selbst for(unsigned int i = 0; i < series->count; i++) { free(series->images[i].buffer); } free(series->images); } free(series->labels); free(series); } }