optionale Aufgabe

Startcode/imageInput.c

@@ -8,13 +8,13 @@
 
 // TODO Implementieren Sie geeignete Hilfsfunktionen für das Lesen der Bildserie aus einer Datei
 
-/* Liest den Dateitag sowie Anzahl und Abmessungen der Bilder. */
+/* Liest den Datei-Header sowie Anzahl und Abmessungen der Bilder. */
 static int readFileHeader(FILE *file, unsigned short *count, unsigned short *width, unsigned short *height)
 {
     char tag[sizeof(FILE_HEADER_STRING) - 1];
 
     return fread(tag, sizeof(tag), 1, file) == 1 &&
-           memcmp(tag, FILE_HEADER_STRING, sizeof(tag)) == 0 &&
+           memcmp(tag, FILE_HEADER_STRING, sizeof(tag)) == 0 && /* vergleicht File-Header  mit dem erwarteten Wert */
            fread(count, sizeof(*count), 1, file) == 1 &&
            fread(width, sizeof(*width), 1, file) == 1 &&
            fread(height, sizeof(*height), 1, file) == 1 &&
@@ -25,8 +25,7 @@ static int readFileHeader(FILE *file, unsigned short *count, unsigned short *wid
 static int readImage(FILE *file, GrayScaleImage *image, unsigned char *label, size_t pixelCount)
 {
     image->buffer = (GrayScalePixelType *)malloc(pixelCount);
-    if (image->buffer == NULL || fread(image->buffer, sizeof(*image->buffer), pixelCount, file) != pixelCount ||
-        fread(label, sizeof(*label), 1, file) != 1)
+    if (image->buffer == NULL || fread(image->buffer, sizeof(*image->buffer), pixelCount, file) != pixelCount || fread(label, sizeof(*label), 1, file) != 1) /*Prüft ob Speicher korrekt reserviert wurde */
     {
         free(image->buffer);
         image->buffer = NULL;
@@ -38,11 +37,11 @@ static int readImage(FILE *file, GrayScaleImage *image, unsigned char *label, si
 /* Gibt auch bereits teilweise geladene Serien und deren Pixelpuffer frei. */
 static void freeImages(GrayScaleImageSeries *series)
 {
-    if (series == NULL)
+    if (series == NULL) /*Prüft ob Serie übergeben Wurde*/
         return;
     if (series->images != NULL)
     {
-        for (unsigned int i = 0; i < series->count; ++i)
+        for (unsigned int i = 0; i < series->count; ++i) /* Prüft jedes bIld der Serie*/
             free(series->images[i].buffer);
     }
     free(series->images);
@@ -57,11 +56,11 @@ GrayScaleImageSeries *readImages(const char *path)
     size_t pixelCount;
     FILE *file;
 
-    if (path == NULL || (file = fopen(path, "rb")) == NULL)
+    if (path == NULL || (file = fopen(path, "rb")) == NULL)   /*prüft ob sich Pfad öffnen lässt*/
         return 0;
 
-    /* Zuerst den Header validieren, bevor Speicher reserviert wird */
-    if (!readFileHeader(file, &count, &width, &height))
+    /* Zuerst den Header prüfen, bevor Speicher reserviert wird */
+    if (!readFileHeader(file, &count, &width, &height)) 
     {
         fclose(file);
         freeImages(series);
@@ -69,7 +68,7 @@ GrayScaleImageSeries *readImages(const char *path)
     }
 
     pixelCount = (size_t)width * height;
-    series = (GrayScaleImageSeries *)calloc(1, sizeof(*series));
+    series = (GrayScaleImageSeries *)calloc(1, sizeof(*series)); /*Speicher für Serie reservieren*/
     if (series == NULL)
     {
 
@@ -78,7 +77,7 @@ GrayScaleImageSeries *readImages(const char *path)
         return 0;
     }
 
-    series->count = count;
+    series->count = count; /*speicher die anzahl der Bilder*/
     series->images = (GrayScaleImage *)calloc(count, sizeof(*series->images));
     series->labels = (unsigned char *)malloc(count * sizeof(*series->labels));
     if (series->images == NULL || series->labels == NULL)
@@ -88,7 +87,7 @@ GrayScaleImageSeries *readImages(const char *path)
         return 0;
     }
 
-    /* Ein Datensatz besteht jeweils aus Pixeln, gefolgt von einem Labelbyte. */
+    /*Parameter jedes Bildes einlesen*/
     for (unsigned int i = 0; i < count; ++i)
     {
         series->images[i].width = width;

Startcode/imageInputTests.c

@@ -6,96 +6,102 @@
 #include "imageInput.h"
 
 
-static void writeHeader(FILE *file, unsigned short count, unsigned short width, unsigned short height)
-{
-    const char *tag = "__info2_image_file_format__";
-    fwrite(tag, 1, strlen(tag), file);
-    fwrite(&count, sizeof(count), 1, file);
-    fwrite(&width, sizeof(width), 1, file);
-    fwrite(&height, sizeof(height), 1, file);
-}
-
-static void prepareImageFile(const char *path, unsigned short width, unsigned short height,
-                             unsigned short count, unsigned char label)
+static void prepareImageFile(const char *path, unsigned short int width, unsigned short int height, unsigned int short numberOfImages, unsigned char label)
 {
     FILE *file = fopen(path, "wb");
-    if (file == NULL) return;
 
-    writeHeader(file, count, width, height);
-    size_t pixelCount = (size_t)width * height;
-    GrayScalePixelType *pixels = (GrayScalePixelType *)calloc(pixelCount, sizeof(*pixels));
-    if (pixels != NULL)
+    if(file != NULL)
     {
-        for (unsigned int i = 0; i < count; ++i)
+        const char *fileTag = "__info2_image_file_format__";
+        GrayScalePixelType *zeroBuffer = (GrayScalePixelType *)calloc(numberOfImages * width * height, sizeof(GrayScalePixelType));
+
+        if(zeroBuffer != NULL)
         {
-            fwrite(pixels, sizeof(*pixels), pixelCount, file);
-            fwrite(&label, sizeof(label), 1, file);
+            fwrite(fileTag, sizeof(fileTag[0]), strlen(fileTag), file);
+            fwrite(&numberOfImages, sizeof(numberOfImages), 1, file);
+            fwrite(&width, sizeof(width), 1, file);
+            fwrite(&height, sizeof(height), 1, file);
+
+            for(int i = 0; i < numberOfImages; i++)
+            {
+                fwrite(zeroBuffer, sizeof(GrayScalePixelType), width * height, file);
+                fwrite(&label, sizeof(unsigned char), 1, file);
+            }
+
+            free(zeroBuffer);
         }
-        free(pixels);
+
+        fclose(file);
     }
-    fclose(file);
 }
 
+
 void test_readImagesReturnsCorrectNumberOfImages(void)
 {
+    GrayScaleImageSeries *series = NULL;
+    const unsigned short expectedNumberOfImages = 2;
     const char *path = "testFile.info2";
-    const unsigned short expectedCount = 2;
-    prepareImageFile(path, 8, 8, expectedCount, 1);
-    GrayScaleImageSeries *series = readImages(path);
+    prepareImageFile(path, 8, 8, expectedNumberOfImages, 1);
+    series = readImages(path);
     TEST_ASSERT_NOT_NULL(series);
-    TEST_ASSERT_EQUAL_UINT16(expectedCount, series->count);
+    TEST_ASSERT_EQUAL_UINT16(expectedNumberOfImages, series->count);
     clearSeries(series);
     remove(path);
 }
 
-void test_readImagesReturnsCorrectImageDimensions(void)
+void test_readImagesReturnsCorrectImageWidth(void)
 {
+    GrayScaleImageSeries *series = NULL;
+    const unsigned short expectedWidth = 10;
     const char *path = "testFile.info2";
-    prepareImageFile(path, 10, 9, 2, 1);
-    GrayScaleImageSeries *series = readImages(path);
+    prepareImageFile(path, expectedWidth, 8, 2, 1);
+    series = readImages(path);
     TEST_ASSERT_NOT_NULL(series);
-    TEST_ASSERT_EQUAL_UINT16(10, series->images[0].width);
-    TEST_ASSERT_EQUAL_UINT16(10, series->images[1].width);
-    TEST_ASSERT_EQUAL_UINT16(9, series->images[0].height);
-    TEST_ASSERT_EQUAL_UINT16(9, series->images[1].height);
+    TEST_ASSERT_NOT_NULL(series->images);
+    TEST_ASSERT_EQUAL_UINT16(2, series->count);
+    TEST_ASSERT_EQUAL_UINT16(expectedWidth, series->images[0].width);
+    TEST_ASSERT_EQUAL_UINT16(expectedWidth, series->images[1].width);
+    clearSeries(series);
+    remove(path);
+}
+
+void test_readImagesReturnsCorrectImageHeight(void)
+{
+    GrayScaleImageSeries *series = NULL;
+    const unsigned short expectedHeight = 10;
+    const char *path = "testFile.info2";
+    prepareImageFile(path, 8, expectedHeight, 2, 1);
+    series = readImages(path);
+    TEST_ASSERT_NOT_NULL(series);
+    TEST_ASSERT_NOT_NULL(series->images);
+    TEST_ASSERT_EQUAL_UINT16(2, series->count);
+    TEST_ASSERT_EQUAL_UINT16(expectedHeight, series->images[0].height);
+    TEST_ASSERT_EQUAL_UINT16(expectedHeight, series->images[1].height);
     clearSeries(series);
     remove(path);
 }
 
 void test_readImagesReturnsCorrectLabels(void)
 {
+    const unsigned char expectedLabel = 15;
+
+    GrayScaleImageSeries *series = NULL;
     const char *path = "testFile.info2";
-    prepareImageFile(path, 8, 8, 2, 15);
-    GrayScaleImageSeries *series = readImages(path);
+    prepareImageFile(path, 8, 8, 2, expectedLabel);
+    series = readImages(path);
     TEST_ASSERT_NOT_NULL(series);
-    TEST_ASSERT_EQUAL_UINT8(15, series->labels[0]);
-    TEST_ASSERT_EQUAL_UINT8(15, series->labels[1]);
+    TEST_ASSERT_NOT_NULL(series->labels);
+    TEST_ASSERT_EQUAL_UINT16(2, series->count);
+    for (int i = 0; i < 2; i++) {
+        TEST_ASSERT_EQUAL_UINT8(expectedLabel, series->labels[i]);
+    }
     clearSeries(series);
     remove(path);
 }
 
-void test_readImagesReturnsPixelData(void)
+void test_readImagesReturnsNullOnNotExistingPath(void)
 {
-    const char *path = "testFile.info2";
-    const unsigned char pixels[] = { 0, 17, 128, 255 };
-    const unsigned char label = 7;
-    FILE *file = fopen(path, "wb");
-    TEST_ASSERT_NOT_NULL(file);
-    writeHeader(file, 1, 2, 2);
-    fwrite(pixels, sizeof(pixels), 1, file);
-    fwrite(&label, sizeof(label), 1, file);
-    fclose(file);
-
-    GrayScaleImageSeries *series = readImages(path);
-    TEST_ASSERT_NOT_NULL(series);
-    TEST_ASSERT_EQUAL_UINT8_ARRAY(pixels, series->images[0].buffer, sizeof(pixels));
-    clearSeries(series);
-    remove(path);
-}
-
-void test_readImagesReturnsNullOnMissingPath(void)
-{
-    const char *path = "missingTestFile.info2";
+    const char *path = "testFile.txt";
     remove(path);
     TEST_ASSERT_NULL(readImages(path));
 }
@@ -103,39 +109,47 @@ void test_readImagesReturnsNullOnMissingPath(void)
 void test_readImagesFailsOnWrongFileTag(void)
 {
     const char *path = "testFile.info2";
-    FILE *file = fopen(path, "wb");
-    TEST_ASSERT_NOT_NULL(file);
-    fputs("wrong tag", file);
-    fclose(file);
-    TEST_ASSERT_NULL(readImages(path));
+    FILE *file = fopen(path, "w");
+    if(file != NULL)
+    {
+        fprintf(file, "some_tag                  ");
+        fclose(file);
+        TEST_ASSERT_NULL(readImages(path));
+    }
     remove(path);
 }
 
-void test_readImagesFailsOnTruncatedImage(void)
+void test_readImagesFailsOnZeroWidth(void)
 {
     const char *path = "testFile.info2";
-    const unsigned char partialPixels[] = { 1, 2 };
-    FILE *file = fopen(path, "wb");
-    TEST_ASSERT_NOT_NULL(file);
-    writeHeader(file, 1, 2, 2);
-    fwrite(partialPixels, sizeof(partialPixels), 1, file);
-    fclose(file);
+
+    prepareImageFile(path, 0, 8, 1, 1);
+
     TEST_ASSERT_NULL(readImages(path));
+
     remove(path);
 }
 
-void setUp(void) {}
-void tearDown(void) {}
+void setUp(void) {
+    // Falls notwendig, kann hier Vorbereitungsarbeit gemacht werden
+}
 
-int main(void)
+void tearDown(void) {
+    // Hier kann Bereinigungsarbeit nach jedem Test durchgeführt werden
+}
+
+int main()
 {
     UNITY_BEGIN();
+    
+    printf("\n============================\nImage input tests\n============================\n");
     RUN_TEST(test_readImagesReturnsCorrectNumberOfImages);
-    RUN_TEST(test_readImagesReturnsCorrectImageDimensions);
+    RUN_TEST(test_readImagesReturnsCorrectImageWidth);
+    RUN_TEST(test_readImagesReturnsCorrectImageHeight);
     RUN_TEST(test_readImagesReturnsCorrectLabels);
-    RUN_TEST(test_readImagesReturnsPixelData);
-    RUN_TEST(test_readImagesReturnsNullOnMissingPath);
+    RUN_TEST(test_readImagesReturnsNullOnNotExistingPath);
     RUN_TEST(test_readImagesFailsOnWrongFileTag);
-    RUN_TEST(test_readImagesFailsOnTruncatedImage);
+    RUN_TEST(test_readImagesFailsOnZeroWidth);
+
     return UNITY_END();
-}
+}

Startcode/matrix.c

@@ -6,30 +6,158 @@
 
 Matrix createMatrix(unsigned int rows, unsigned int cols)
 {
+    if (rows == 0 || cols == 0) {
+        return (Matrix){0}; // Setzt rows, cols und den Puffer auf 0/NULL
+    }
+    Matrix m;
+    m.rows = rows;
+    m.cols = cols;
+    
+    // Speicher reservieren und mit 0 initialisieren
+    m.buffer = (MatrixType *)calloc((size_t)rows * cols, sizeof(MatrixType));
+    
+    // Falls Arbeitsspeicher voll ist
+    if (m.buffer == NULL) {
+        m.rows = 0;
+        m.cols = 0;
+    }
+    
+    return m;
     
 }
 
 void clearMatrix(Matrix *matrix)
 {
+    //prüfen ob pointer exisitert und ob es einen buffer gibt
+    if (matrix != NULL && matrix->buffer != NULL)
+    {
+        // Speicher freigeben
+        free(matrix->buffer);
+        
+        // Werte zurücksetzen
+        matrix->buffer = NULL;
+        matrix->rows = 0;
+        matrix->cols = 0;
+    }
     
 }
 
 void setMatrixAt(MatrixType value, Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
 {
+    // Sind Idx innerhalb der Matrix?
+    if (matrix.buffer != NULL && rowIdx < matrix.rows && colIdx < matrix.cols)
+    {
+        // Umrechnung von 2D auf 1D
+        matrix.buffer[rowIdx * matrix.cols + colIdx] = value;
+    }
     
 }
 
 MatrixType getMatrixAt(const Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
 {
+    // Sicherheitsprüfung wie beim setzen
+    if (matrix.buffer != NULL && rowIdx < matrix.rows && colIdx < matrix.cols)
+    {
+        return matrix.buffer[rowIdx * matrix.cols + colIdx];
+    }
     
+    // Fehlerwert, falls außerhalb der grenzen
+    return UNDEFINED_MATRIX_VALUE;
 }
 
 Matrix add(const Matrix matrix1, const Matrix matrix2)
 {
-    
+    // Prüfen ob Zeilenanzahl gleich ist und ob buffer existieren
+    if (matrix1.buffer == NULL || matrix2.buffer == NULL || matrix1.rows != matrix2.rows)
+    {
+        return (Matrix){0};
+    }
+    // Wenn beide Matrixen gleich groß sind:
+    if (matrix1.cols == matrix2.cols)
+    {
+        Matrix result = createMatrix(matrix1.rows, matrix1.cols);
+        if (result.buffer == NULL) return (Matrix){0};
+
+        unsigned int totalElements = matrix1.rows * matrix1.cols;
+        for (unsigned int i = 0; i < totalElements; i++)
+        {
+            result.buffer[i] = matrix1.buffer[i] + matrix2.buffer[i];
+        }
+        return result;
+    }
+    //Wenn matrix2 ein Spaltenvektor ist 
+    else if (matrix2.cols == 1)
+    {
+        Matrix result = createMatrix(matrix1.rows, matrix1.cols);
+        if (result.buffer == NULL) return (Matrix){0};
+
+        for (unsigned int r = 0; r < matrix1.rows; r++)
+        {
+            for (unsigned int c = 0; c < matrix1.cols; c++)
+            {
+                // Wert mit r und c aus m1 + Wert mit r aus m2
+                result.buffer[r * matrix1.cols + c] = matrix1.buffer[r * matrix1.cols + c] + matrix2.buffer[r];
+            }
+        }
+        return result;
+    }
+    //Wenn matrix1 ein Spaltenvektor ist
+    else if (matrix1.cols == 1)
+    {
+        Matrix result = createMatrix(matrix2.rows, matrix2.cols);
+        if (result.buffer == NULL) return (Matrix){0};
+
+        for (unsigned int r = 0; r < matrix2.rows; r++)
+        {
+            for (unsigned int c = 0; c < matrix2.cols; c++)
+            {
+                //gleich wie davor nur m1 und m2 getauscht
+                result.buffer[r * matrix2.cols + c] = matrix2.buffer[r * matrix2.cols + c] + matrix1.buffer[r];
+            }
+        }
+        return result;
+    }
+
+    return (Matrix){0};
+
 }
 
 Matrix multiply(const Matrix matrix1, const Matrix matrix2)
 {
-    
+    // Überprüfen, ob die Matrizen gültig sind und ob ihre Dimensionen eine Multiplikation erlauben
+    if (matrix1.buffer == NULL || matrix2.buffer == NULL || matrix1.cols != matrix2.rows)
+    {
+        return (Matrix){0};
+    }
+
+    // Ergebnismatrix erstellen
+    Matrix result = createMatrix(matrix1.rows, matrix2.cols);
+
+    // Überprüfen, ob die Speicherreservierung erfolgreich war
+    if (result.buffer == NULL)
+    {
+        return (Matrix){0};
+    }
+
+    // Jede Zeile der ersten Matrix durchlaufen
+    for (unsigned int i = 0; i < matrix1.rows; i++)
+    {
+        // Jede Spalte der zweiten Matrix durchlaufen
+        for (unsigned int j = 0; j < matrix2.cols; j++)
+        {
+            MatrixType sum = 0;
+
+            // Summe der Produkte berechnen
+            for (unsigned int k = 0; k < matrix1.cols; k++)
+            {
+                sum += matrix1.buffer[i * matrix1.cols + k] *
+                       matrix2.buffer[k * matrix2.cols + j];
+            }
+
+           // Berechneten Wert in der Ergebnismatrix speichern
+            result.buffer[i * result.cols + j] = sum;
+        }
+    }
+
+    return result;
 }

Startcode/matrix.h

@@ -7,9 +7,9 @@ typedef float MatrixType;
 
 // TODO Matrixtyp definieren
 typedef struct {
+    MatrixType *buffer;
     unsigned int rows;
     unsigned int cols;
-    MatrixType *buffer;
 } Matrix;
 
 

Startcode/mnistVisualization.c

@@ -1,8 +1,12 @@
 #include <stdlib.h>
 #include <stdio.h>
 #include <string.h>
-#include "mnistVisualization.h"
+
+#define Matrix RaylibMatrix
 #include "raylib.h"
+#undef Matrix
+
+#include "mnistVisualization.h"
 
 #define MAX_TEXT_LEN 100
 
@@ -13,6 +17,9 @@ typedef struct
     const unsigned char *predictions;
     unsigned int currentIdx;
     Vector2 pixelSize;
+    int isDrawing;
+    GrayScaleImage canvas;
+    NeuralNetwork model;
 } MnistVisualization;
 
 typedef struct
@@ -55,16 +62,23 @@ static MnistVisualization *createVisualizationContainer(const GrayScaleImageSeri
 
         if(container != NULL)
         {
+            container->canvas.width = series->images[0].width;
+            container->canvas.height = series->images[0].height;
+            container->canvas.buffer = (unsigned char *)calloc(container->canvas.width * container->canvas.height, sizeof(unsigned char));
+            container->model = loadModel("mnist_model.info2");
+
             Vector2 pixelSize = {(int)(size.x / series->images[0].width), (int)(size.y / series->images[0].height)};
             container->pixelSize = pixelSize;
             container->series = series;
             container->predictions = predictions;
+            container->isDrawing = 0;
         }
     }
 
     return container;
 }
 
+
 static void drawTextLabel(const TextLabel *label)
 {
     DrawText(label->text, label->position.x, label->position.y, label->fontSize, label->color);
@@ -99,7 +113,11 @@ static void drawAll(const MnistVisualization *container, const TextLabel *naviga
     BeginDrawing();
     ClearBackground(BLACK);
     
-    drawDigit(container->series->images[container->currentIdx], container->position, container->pixelSize);
+    if (container->isDrawing) {
+        drawDigit(container->canvas, container->position, container->pixelSize);
+    } else {
+        drawDigit(container->series->images[container->currentIdx], container->position, container->pixelSize);
+    }
     drawTextLabel(navigationLabel);
     drawTextLabel(predictionLabel);
         
@@ -114,6 +132,10 @@ static int checkUserInput()
         inputResult = -1;
     else if(IsKeyReleased(KEY_RIGHT))
         inputResult = 1;
+    else if(IsKeyReleased(KEY_UP))
+        inputResult = 2;
+    else if(IsKeyReleased(KEY_DOWN))
+        inputResult = 3;
     
     return inputResult;
 }
@@ -137,8 +159,41 @@ static void updatePredictionLabel(TextLabel *predictionLabel, unsigned char true
 
 static void update(MnistVisualization *container, TextLabel *predictionLabel, int updateDirection)
 {
-    updateDisplayContainer(container, updateDirection);
-    updatePredictionLabel(predictionLabel, container->series->labels[container->currentIdx], container->predictions[container->currentIdx]);
+    if (updateDirection == 2)
+    {
+        container->isDrawing = !container->isDrawing;
+    }
+    else if (updateDirection == 3)
+    {
+        memset(container->canvas.buffer, 0, container->canvas.width * container->canvas.height);
+    }
+    else if (!container->isDrawing)
+    {
+        updateDisplayContainer(container, updateDirection);
+    }
+
+    if (container->isDrawing == 1 && IsMouseButtonDown(MOUSE_BUTTON_LEFT))
+    {
+        int col = GetMouseX() / (int)container->pixelSize.x;
+        int row = GetMouseY() / (int)container->pixelSize.y;
+
+        if (col >= 0 && col < container->canvas.width && row >= 0 && row < container->canvas.height)
+        {
+            container->canvas.buffer[row * container->canvas.width + col] = 255;
+        }
+    }
+
+    if (container->isDrawing)
+    {
+        unsigned char *liveResult = predict(container->model, &container->canvas, 1);
+        unsigned char predictedDigit = liveResult[0];
+        free(liveResult);
+        updatePredictionLabel(predictionLabel, 0, predictedDigit);
+    }
+    else
+    {
+        updatePredictionLabel(predictionLabel, container->series->labels[container->currentIdx], container->predictions[container->currentIdx]);
+    }
 }
 
 void showMnist(unsigned int windowWidth, unsigned int windowHeight, const GrayScaleImageSeries *series, const unsigned char predictions[])
@@ -146,7 +201,7 @@ void showMnist(unsigned int windowWidth, unsigned int windowHeight, const GraySc
     const Vector2 windowSize = {windowWidth, windowHeight};
 
     MnistVisualization *container = createVisualizationContainer(series, predictions, windowSize);
-    TextLabel *navigationLabel = createTextLabel("Use left and right key to navigate ...", 20, WHITE);
+    TextLabel *navigationLabel = createTextLabel("Use left and right key to navigate\n Use up and down key to enable free-Drawing and reset", 20, WHITE);
     TextLabel *predictionLabel = createTextLabel("", 20, WHITE);
     predictionLabel->position.x = 10;
     predictionLabel->position.y = windowSize.y - 50;
@@ -167,6 +222,11 @@ void showMnist(unsigned int windowWidth, unsigned int windowHeight, const GraySc
 
     CloseWindow();
 
+    if(container != NULL)
+    {
+        free(container->canvas.buffer);
+        clearModel(&container->model);
+    }
     free(container);
     free(navigationLabel);
     free(predictionLabel);

Startcode/mnistVisualization.h

@@ -2,6 +2,7 @@
 #define MNISTVISUALIZATION_H
 
 #include "imageInput.h"
+#include "neuralNetwork.h"
 
 void showMnist(unsigned int windowWidth, unsigned int windowHeight, const GrayScaleImageSeries *series, const unsigned char predictions[]);
 

imageInput.c

@@ -0,0 +1,110 @@
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include "imageInput.h"
+
+#define BUFFER_SIZE 100
+#define FILE_HEADER_STRING "__info2_image_file_format__"
+
+// TODO Implementieren Sie geeignete Hilfsfunktionen für das Lesen der Bildserie aus einer Datei
+
+/* Liest den Datei-Header sowie Anzahl und Abmessungen der Bilder. */
+static int readFileHeader(FILE *file, unsigned short *count, unsigned short *width, unsigned short *height)
+{
+    char tag[sizeof(FILE_HEADER_STRING) - 1];
+
+    return fread(tag, sizeof(tag), 1, file) == 1 &&
+           memcmp(tag, FILE_HEADER_STRING, sizeof(tag)) == 0 && /* vergleicht File-Header  mit dem erwarteten Wert */
+           fread(count, sizeof(*count), 1, file) == 1 &&
+           fread(width, sizeof(*width), 1, file) == 1 &&
+           fread(height, sizeof(*height), 1, file) == 1 &&
+           *count > 0 && *width > 0 && *height > 0;
+}
+
+/* Liest die Pixel und das unmittelbar folgende Label eines Bildes. */
+static int readImage(FILE *file, GrayScaleImage *image, unsigned char *label, size_t pixelCount)
+{
+    image->buffer = (GrayScalePixelType *)malloc(pixelCount);
+    if (image->buffer == NULL || fread(image->buffer, sizeof(*image->buffer), pixelCount, file) != pixelCount || fread(label, sizeof(*label), 1, file) != 1) /*Prüft ob Speicher korrekt reserviert wurde */
+    {
+        free(image->buffer);
+        image->buffer = NULL;
+        return 0;
+    }
+    return 1;
+}
+
+/* Gibt auch bereits teilweise geladene Serien und deren Pixelpuffer frei. */
+static void freeImages(GrayScaleImageSeries *series)
+{
+    if (series == NULL) /*Prüft ob Serie übergeben Wurde*/
+        return;
+    if (series->images != NULL)
+    {
+        for (unsigned int i = 0; i < series->count; ++i) /* Prüft jedes bIld der Serie*/
+            free(series->images[i].buffer);
+    }
+    free(series->images);
+    free(series->labels);
+    free(series);
+}
+// TODO Vervollständigen Sie die Funktion readImages unter Benutzung Ihrer Hilfsfunktionen
+GrayScaleImageSeries *readImages(const char *path)
+{
+    GrayScaleImageSeries *series = NULL;
+    unsigned short count, width, height;
+    size_t pixelCount;
+    FILE *file;
+
+    if (path == NULL || (file = fopen(path, "rb")) == NULL)   /*prüft ob sich Pfad öffnen lässt*/
+        return 0;
+
+    /* Zuerst den Header prüfen, bevor Speicher reserviert wird */
+    if (!readFileHeader(file, &count, &width, &height)) 
+    {
+        fclose(file);
+        freeImages(series);
+        return 0;
+    }
+
+    pixelCount = (size_t)width * height;
+    series = (GrayScaleImageSeries *)calloc(1, sizeof(*series)); /*Speicher für Serie reservieren*/
+    if (series == NULL)
+    {
+
+        fclose(file);
+        freeImages(series);
+        return 0;
+    }
+
+    series->count = count; /*speicher die anzahl der Bilder*/
+    series->images = (GrayScaleImage *)calloc(count, sizeof(*series->images));
+    series->labels = (unsigned char *)malloc(count * sizeof(*series->labels));
+    if (series->images == NULL || series->labels == NULL)
+    {
+        fclose(file);
+        freeImages(series);
+        return 0;
+    }
+
+    /*Parameter jedes Bildes einlesen*/
+    for (unsigned int i = 0; i < count; ++i)
+    {
+        series->images[i].width = width;
+        series->images[i].height = height;
+        if (!readImage(file, &series->images[i], &series->labels[i], pixelCount))
+        {
+            fclose(file);
+            freeImages(series);
+            return 0;
+        }
+    }
+
+    fclose(file);
+    return series;
+}
+
+void clearSeries(GrayScaleImageSeries *series)
+{
+    freeImages(series);
+}