diff --git a/src/mnist/preview.c b/src/mnist/preview.c
index 3e5ea90..9799ac1 100644
--- a/src/mnist/preview.c
+++ b/src/mnist/preview.c
@@ -3,114 +3,43 @@
 #include <stdint.h>
 #include <inttypes.h>
 
-
-uint32_t swap_endian(uint32_t val) {
-    val = ((val << 8) & 0xFF00FF00) | ((val >> 8) & 0xFF00FF);
-    return (val << 16) | (val >> 16);
-}
+#include "mnist.c"
 
 
 // Prévisualise un chiffre écrit à la main
 // de taille width x height
-// commencant à l'adresse mémoire start
-// dans le fichier pointé par ptr
-void print_image(unsigned int width, unsigned int height, FILE* ptr, int start) {
-    unsigned char buffer[width*height];
-
-    fread(buffer, sizeof(buffer), 1, ptr);
-
-    int cur;
+void print_image(unsigned int width, unsigned int height, int** image) {
     char tab[] = {' ', '.', ':', '%', '#', '\0'};
 
-    for (int i=0; i<height; i++) {
-        for (int j=0; j<width; j++) {
-            cur = (int)buffer[j+i*width];
-            printf("%c", tab[cur/52]);
+    for (int i=0; i < height; i++) {
+        for (int j=0; j < width; j++) {
+            printf("%c", tab[image[i][j]/52]);
         }
         printf("\n");
     }
 }
 
-// Lit un set de données images de la base de données MNIST
-// dans le fichier situé à filename, les
-// images comportant comme labels 'labels'
-void read_mnist_images(char* filename, unsigned int* labels) {
-    FILE *ptr;
+void preview_images(char* images_file, char* labels_file) {
+    int* parameters = read_mnist_images_parameters(images_file);
     
-    ptr = fopen(filename, "rb");
-
-    uint32_t magic_number;
-    uint32_t number_of_images;
-    unsigned int height;
-    unsigned int width;
-
-    fread(&magic_number, sizeof(uint32_t), 1, ptr);
-    magic_number = swap_endian(magic_number);
-
-    if (magic_number != 2051) {
-        printf("Incorrect magic number !\n");
-        exit(1);
-    }
-
-    fread(&number_of_images, sizeof(uint32_t), 1, ptr);
-    number_of_images = swap_endian(number_of_images);
-
-    fread(&height, sizeof(unsigned int), 1, ptr);
-    height = swap_endian(height);
-
-    fread(&width, sizeof(unsigned int), 1, ptr);
-    width = swap_endian(width);
-
-    //printf("magic number: %" PRIu32 "\n", magic_number);
-    //printf("number of images: %" PRIu32 "\n", number_of_images);
-    //printf("%u x %u\n\n", width, height);
+    int number_of_images = parameters[0];
+    int width = parameters[1];
+    int height = parameters[2];
+    
+    unsigned int* labels = read_mnist_labels(labels_file);
+    int*** images = read_mnist_images(images_file);
 
     for (int i=0; i < number_of_images; i++) {
         printf("--- Number %d : %d ---\n", i, labels[i]);
-        print_image(width, height, ptr, (i*width*height));
+        print_image(width, height, images[i]);
     }
 }
 
-
-unsigned int* read_mnist_labels(char* filename) {
-    FILE* ptr;
-
-    ptr = fopen(filename, "rb");
-
-    uint32_t magic_number;
-    uint32_t number_of_items;
-
-    fread(&magic_number, sizeof(uint32_t), 1, ptr);
-    magic_number = swap_endian(magic_number);
-
-    if (magic_number != 2049) {
-        printf("Incorrect magic number !\n");
-        exit(1);
-    }
-
-    fread(&number_of_items, sizeof(uint32_t), 1, ptr);
-    number_of_items = swap_endian(number_of_items);
-
-    printf("number of items: %" PRIu32 "\n", number_of_items);
-
-    unsigned char buffer[number_of_items];
-    fread(buffer, sizeof(unsigned char), number_of_items, ptr);
-
-    unsigned int* labels = malloc(sizeof(unsigned int)*number_of_items);
-
-    for (int i=0; i< number_of_items; i++) {
-        labels[i] = (unsigned int)buffer[i];
-    }
-    return labels;
-}
-
 int main(int argc, char *argv[]) {
     if (argc < 3) {
         printf("Utilisation: %s [IMAGES FILE] [LABELS FILE]\n", argv[0]);
         return 1;
     }
-    unsigned int* labels = read_mnist_labels(argv[2]);
-    read_mnist_images(argv[1], labels);
-    free(labels);
+    preview_images(argv[1], argv[2]);
     return 0;
 }