#include #include #include "image.h" #include "matrix.h" void big_endian_to_c_uint(const char * bytes, void * target, int size) { char* helper = (char*)target; for(int i = 0; i < size; i++){ *(helper+i) = *(bytes+size-i-1); } } Image** import_images(char* image_file_string, char* label_file_string, unsigned int* _number_imported, unsigned int count) { // create file pointer for the image and label data FILE* image_file = fopen(image_file_string, "r"); FILE* label_file = fopen(label_file_string, "r"); // check if the file could be opened if(image_file == NULL || label_file == NULL) { printf("ERROR: File could not be opened! (import_images)"); exit(1); } // check magic number of the files char word_buffer[4]; int buffer_size = sizeof(word_buffer); unsigned int magic_number_label, magic_number_images, label_count, image_count; //Read description of label file fread(word_buffer, buffer_size, 1, label_file); big_endian_to_c_uint(word_buffer, &magic_number_label, buffer_size); fread(word_buffer, 4, 1, label_file); big_endian_to_c_uint(word_buffer, &label_count, buffer_size); //Read description of file fread(word_buffer, 4, 1, image_file); big_endian_to_c_uint(word_buffer, &magic_number_images, buffer_size); fread(word_buffer, 4, 1, image_file); big_endian_to_c_uint(word_buffer, &image_count, buffer_size); // compare magic numbers with pre-defined value if(magic_number_label != MAGIC_NUMBER_LABEL || magic_number_images != MAGIC_NUMBER_IMAGES) { printf("TrainingData or Labels are malformed. Exiting..."); exit(1); } if(label_count != image_count){ printf("Number of images and labels does not match. Exiting..."); exit(1); } if(count == 0){ count = image_count; } if(count > image_count){ count = image_count; printf("Number of images exceeds number of available images. Loading all available images"); } int image_height, image_width, image_length; //read image dimensions; fread(word_buffer, 4, 1, image_file); big_endian_to_c_uint(word_buffer, &image_height, buffer_size); fread(word_buffer, 4, 1, image_file); big_endian_to_c_uint(word_buffer, &image_width, 4); image_length = image_height*image_width; // allocate memory for the storage of images Image** images = malloc(sizeof(Image*) * count); if(!images){ printf("not enough memory"); exit(1); } unsigned char byteBuffer[image_length]; for(int i = 0; i < count; i++){ images[i] = malloc(sizeof(Image)); fread(&images[i]->label, 1, 1, label_file); fread(&byteBuffer, image_width*image_height, 1, image_file); images[i]->pixel_values = matrix_create(image_height, image_width); for(int j = 0; j < image_length; j++) { images[i]->pixel_values->numbers[j / image_width][j % image_width] = byteBuffer[j] / 255.0; } } if(_number_imported != NULL)*_number_imported = count; fclose(image_file); fclose(label_file); return images; } void img_print (Image* img) { //print the image matrix_print(img->pixel_values); //print the number of the image printf("Number it is supposed to be: %d\n", img->label); } void img_visualize(Image* img){ for(int i = 0; i < img->pixel_values->rows; i++){ for(int j = 0; j < img->pixel_values->columns; j++){ img->pixel_values->numbers[i][j] > 0.5 ? putc('#', stdout) : putc(' ', stdout); } putc('\n', stdout); } printf("Should be %d", img->label); } void img_free (Image* img) { //frees the matrix of image (deep free) matrix_free(img->pixel_values); //frees the rest of img free(img); } void images_free (Image** images, int quantity){ //frees every single image for(int i=0;i