3 changed files with 211 additions and 91 deletions

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+92 -3
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@@ -8,15 +8,104 @@
// TODO Implementieren Sie geeignete Hilfsfunktionen für das Lesen der Bildserie aus einer Datei
/* Liest den Dateitag 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 &&
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)
{
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)
return;
if (series->images != NULL)
{
for (unsigned int i = 0; i < series->count; ++i)
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)
return 0;
/* Zuerst den Header validieren, 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));
if (series == NULL)
{
fclose(file);
freeImages(series);
return 0;
}
series->count = count;
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;
}
/* Ein Datensatz besteht jeweils aus Pixeln, gefolgt von einem Labelbyte. */
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;
}
// TODO Vervollständigen Sie die Funktion clearSeries, welche eine Bildserie vollständig aus dem Speicher freigibt
void clearSeries(GrayScaleImageSeries *series)
{
}
freeImages(series);
}
+86 -88
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@@ -6,102 +6,96 @@
#include "imageInput.h"
static void prepareImageFile(const char *path, unsigned short int width, unsigned short int height, unsigned int short numberOfImages, unsigned char label)
static void writeHeader(FILE *file, unsigned short count, unsigned short width, unsigned short height)
{
FILE *file = fopen(path, "wb");
if(file != NULL)
{
const char *fileTag = "__info2_image_file_format__";
GrayScalePixelType *zeroBuffer = (GrayScalePixelType *)calloc(numberOfImages * width * height, sizeof(GrayScalePixelType));
if(zeroBuffer != NULL)
{
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);
}
fclose(file);
}
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)
{
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)
{
for (unsigned int i = 0; i < count; ++i)
{
fwrite(pixels, sizeof(*pixels), pixelCount, file);
fwrite(&label, sizeof(label), 1, file);
}
free(pixels);
}
fclose(file);
}
void test_readImagesReturnsCorrectNumberOfImages(void)
{
GrayScaleImageSeries *series = NULL;
const unsigned short expectedNumberOfImages = 2;
const char *path = "testFile.info2";
prepareImageFile(path, 8, 8, expectedNumberOfImages, 1);
series = readImages(path);
const unsigned short expectedCount = 2;
prepareImageFile(path, 8, 8, expectedCount, 1);
GrayScaleImageSeries *series = readImages(path);
TEST_ASSERT_NOT_NULL(series);
TEST_ASSERT_EQUAL_UINT16(expectedNumberOfImages, series->count);
TEST_ASSERT_EQUAL_UINT16(expectedCount, series->count);
clearSeries(series);
remove(path);
}
void test_readImagesReturnsCorrectImageWidth(void)
void test_readImagesReturnsCorrectImageDimensions(void)
{
GrayScaleImageSeries *series = NULL;
const unsigned short expectedWidth = 10;
const char *path = "testFile.info2";
prepareImageFile(path, expectedWidth, 8, 2, 1);
series = readImages(path);
prepareImageFile(path, 10, 9, 2, 1);
GrayScaleImageSeries *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(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);
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);
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, expectedLabel);
series = readImages(path);
prepareImageFile(path, 8, 8, 2, 15);
GrayScaleImageSeries *series = readImages(path);
TEST_ASSERT_NOT_NULL(series);
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]);
}
TEST_ASSERT_EQUAL_UINT8(15, series->labels[0]);
TEST_ASSERT_EQUAL_UINT8(15, series->labels[1]);
clearSeries(series);
remove(path);
}
void test_readImagesReturnsNullOnNotExistingPath(void)
void test_readImagesReturnsPixelData(void)
{
const char *path = "testFile.txt";
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";
remove(path);
TEST_ASSERT_NULL(readImages(path));
}
@@ -109,35 +103,39 @@ void test_readImagesReturnsNullOnNotExistingPath(void)
void test_readImagesFailsOnWrongFileTag(void)
{
const char *path = "testFile.info2";
FILE *file = fopen(path, "w");
if(file != NULL)
{
fprintf(file, "some_tag ");
fclose(file);
TEST_ASSERT_NULL(readImages(path));
}
FILE *file = fopen(path, "wb");
TEST_ASSERT_NOT_NULL(file);
fputs("wrong tag", file);
fclose(file);
TEST_ASSERT_NULL(readImages(path));
remove(path);
}
void setUp(void) {
// Falls notwendig, kann hier Vorbereitungsarbeit gemacht werden
void test_readImagesFailsOnTruncatedImage(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);
TEST_ASSERT_NULL(readImages(path));
remove(path);
}
void tearDown(void) {
// Hier kann Bereinigungsarbeit nach jedem Test durchgeführt werden
}
void setUp(void) {}
void tearDown(void) {}
int main()
int main(void)
{
UNITY_BEGIN();
printf("\n============================\nImage input tests\n============================\n");
RUN_TEST(test_readImagesReturnsCorrectNumberOfImages);
RUN_TEST(test_readImagesReturnsCorrectImageWidth);
RUN_TEST(test_readImagesReturnsCorrectImageHeight);
RUN_TEST(test_readImagesReturnsCorrectImageDimensions);
RUN_TEST(test_readImagesReturnsCorrectLabels);
RUN_TEST(test_readImagesReturnsNullOnNotExistingPath);
RUN_TEST(test_readImagesReturnsPixelData);
RUN_TEST(test_readImagesReturnsNullOnMissingPath);
RUN_TEST(test_readImagesFailsOnWrongFileTag);
RUN_TEST(test_readImagesFailsOnTruncatedImage);
return UNITY_END();
}
}
+33
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@@ -9,6 +9,39 @@
static void prepareNeuralNetworkFile(const char *path, const NeuralNetwork nn)
{
// TODO
FILE *file = fopen(path, "wb");
if (file == NULL)
{
return;
}
const char *fileTag = "__info2_neural_network_file_format__";
fwrite(fileTag, sizeof(char), strlen(fileTag), file);
if (nn.numberOfLayers > 0)
{
fwrite(&nn.layers[0].weights.cols, sizeof(int), 1, file);
fwrite(&nn.layers[0].weights.rows, sizeof(int), 1, file);
for (unsigned int i = 0; i < nn.numberOfLayers; i++)
{
if (i > 0)
{
fwrite(&nn.layers[i].weights.rows, sizeof(int), 1, file);
}
fwrite(nn.layers[i].weights.buffer, sizeof(MatrixType),
nn.layers[i].weights.rows * nn.layers[i].weights.cols, file);
fwrite(nn.layers[i].biases.buffer, sizeof(MatrixType),
nn.layers[i].biases.rows * nn.layers[i].biases.cols, file);
}
}
int endDimension = 0;
fwrite(&endDimension, sizeof(int), 1, file);
fclose(file);
}
void test_loadModelReturnsCorrectNumberOfLayers(void)