forked from freudenreichan/info2Praktikum-NeuronalesNetz
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4
Commits
| Author | SHA1 | Date | |
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c99205afc2 | ||
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e4c7ec1a59 | ||
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dcdcefe4cc | ||
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309e3144f9 |
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+92
-3
@@ -8,15 +8,104 @@
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// TODO Implementieren Sie geeignete Hilfsfunktionen für das Lesen der Bildserie aus einer Datei
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/* Liest den Dateitag sowie Anzahl und Abmessungen der Bilder. */
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static int readFileHeader(FILE *file, unsigned short *count, unsigned short *width, unsigned short *height)
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{
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char tag[sizeof(FILE_HEADER_STRING) - 1];
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return fread(tag, sizeof(tag), 1, file) == 1 &&
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memcmp(tag, FILE_HEADER_STRING, sizeof(tag)) == 0 &&
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fread(count, sizeof(*count), 1, file) == 1 &&
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fread(width, sizeof(*width), 1, file) == 1 &&
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fread(height, sizeof(*height), 1, file) == 1 &&
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*count > 0 && *width > 0 && *height > 0;
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}
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/* Liest die Pixel und das unmittelbar folgende Label eines Bildes. */
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static int readImage(FILE *file, GrayScaleImage *image, unsigned char *label, size_t pixelCount)
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{
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image->buffer = (GrayScalePixelType *)malloc(pixelCount);
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if (image->buffer == NULL || fread(image->buffer, sizeof(*image->buffer), pixelCount, file) != pixelCount ||
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fread(label, sizeof(*label), 1, file) != 1)
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{
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free(image->buffer);
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image->buffer = NULL;
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return 0;
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}
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return 1;
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}
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/* Gibt auch bereits teilweise geladene Serien und deren Pixelpuffer frei. */
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static void freeImages(GrayScaleImageSeries *series)
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{
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if (series == NULL)
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return;
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if (series->images != NULL)
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{
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for (unsigned int i = 0; i < series->count; ++i)
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free(series->images[i].buffer);
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}
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free(series->images);
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free(series->labels);
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free(series);
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}
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// TODO Vervollständigen Sie die Funktion readImages unter Benutzung Ihrer Hilfsfunktionen
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GrayScaleImageSeries *readImages(const char *path)
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{
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GrayScaleImageSeries *series = NULL;
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unsigned short count, width, height;
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size_t pixelCount;
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FILE *file;
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if (path == NULL || (file = fopen(path, "rb")) == NULL)
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return 0;
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/* Zuerst den Header validieren, bevor Speicher reserviert wird */
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if (!readFileHeader(file, &count, &width, &height))
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{
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fclose(file);
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freeImages(series);
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return 0;
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}
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pixelCount = (size_t)width * height;
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series = (GrayScaleImageSeries *)calloc(1, sizeof(*series));
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if (series == NULL)
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{
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fclose(file);
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freeImages(series);
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return 0;
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}
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series->count = count;
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series->images = (GrayScaleImage *)calloc(count, sizeof(*series->images));
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series->labels = (unsigned char *)malloc(count * sizeof(*series->labels));
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if (series->images == NULL || series->labels == NULL)
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{
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fclose(file);
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freeImages(series);
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return 0;
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}
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/* Ein Datensatz besteht jeweils aus Pixeln, gefolgt von einem Labelbyte. */
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for (unsigned int i = 0; i < count; ++i)
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{
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series->images[i].width = width;
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series->images[i].height = height;
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if (!readImage(file, &series->images[i], &series->labels[i], pixelCount))
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{
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fclose(file);
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freeImages(series);
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return 0;
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}
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}
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fclose(file);
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return series;
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}
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// TODO Vervollständigen Sie die Funktion clearSeries, welche eine Bildserie vollständig aus dem Speicher freigibt
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void clearSeries(GrayScaleImageSeries *series)
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{
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}
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freeImages(series);
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}
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+86
-88
@@ -6,102 +6,96 @@
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#include "imageInput.h"
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static void prepareImageFile(const char *path, unsigned short int width, unsigned short int height, unsigned int short numberOfImages, unsigned char label)
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static void writeHeader(FILE *file, unsigned short count, unsigned short width, unsigned short height)
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{
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FILE *file = fopen(path, "wb");
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if(file != NULL)
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{
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const char *fileTag = "__info2_image_file_format__";
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GrayScalePixelType *zeroBuffer = (GrayScalePixelType *)calloc(numberOfImages * width * height, sizeof(GrayScalePixelType));
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if(zeroBuffer != NULL)
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{
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fwrite(fileTag, sizeof(fileTag[0]), strlen(fileTag), file);
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fwrite(&numberOfImages, sizeof(numberOfImages), 1, file);
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fwrite(&width, sizeof(width), 1, file);
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fwrite(&height, sizeof(height), 1, file);
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for(int i = 0; i < numberOfImages; i++)
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{
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fwrite(zeroBuffer, sizeof(GrayScalePixelType), width * height, file);
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fwrite(&label, sizeof(unsigned char), 1, file);
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}
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free(zeroBuffer);
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}
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fclose(file);
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}
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const char *tag = "__info2_image_file_format__";
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fwrite(tag, 1, strlen(tag), file);
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fwrite(&count, sizeof(count), 1, file);
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fwrite(&width, sizeof(width), 1, file);
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fwrite(&height, sizeof(height), 1, file);
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}
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static void prepareImageFile(const char *path, unsigned short width, unsigned short height,
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unsigned short count, unsigned char label)
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{
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FILE *file = fopen(path, "wb");
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if (file == NULL) return;
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writeHeader(file, count, width, height);
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size_t pixelCount = (size_t)width * height;
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GrayScalePixelType *pixels = (GrayScalePixelType *)calloc(pixelCount, sizeof(*pixels));
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if (pixels != NULL)
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{
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for (unsigned int i = 0; i < count; ++i)
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{
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fwrite(pixels, sizeof(*pixels), pixelCount, file);
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fwrite(&label, sizeof(label), 1, file);
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}
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free(pixels);
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}
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fclose(file);
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}
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void test_readImagesReturnsCorrectNumberOfImages(void)
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{
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GrayScaleImageSeries *series = NULL;
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const unsigned short expectedNumberOfImages = 2;
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const char *path = "testFile.info2";
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prepareImageFile(path, 8, 8, expectedNumberOfImages, 1);
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series = readImages(path);
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const unsigned short expectedCount = 2;
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prepareImageFile(path, 8, 8, expectedCount, 1);
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GrayScaleImageSeries *series = readImages(path);
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TEST_ASSERT_NOT_NULL(series);
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TEST_ASSERT_EQUAL_UINT16(expectedNumberOfImages, series->count);
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TEST_ASSERT_EQUAL_UINT16(expectedCount, series->count);
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clearSeries(series);
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remove(path);
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}
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void test_readImagesReturnsCorrectImageWidth(void)
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void test_readImagesReturnsCorrectImageDimensions(void)
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{
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GrayScaleImageSeries *series = NULL;
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const unsigned short expectedWidth = 10;
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const char *path = "testFile.info2";
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prepareImageFile(path, expectedWidth, 8, 2, 1);
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series = readImages(path);
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prepareImageFile(path, 10, 9, 2, 1);
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GrayScaleImageSeries *series = readImages(path);
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TEST_ASSERT_NOT_NULL(series);
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TEST_ASSERT_NOT_NULL(series->images);
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TEST_ASSERT_EQUAL_UINT16(2, series->count);
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TEST_ASSERT_EQUAL_UINT16(expectedWidth, series->images[0].width);
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TEST_ASSERT_EQUAL_UINT16(expectedWidth, series->images[1].width);
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clearSeries(series);
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remove(path);
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}
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void test_readImagesReturnsCorrectImageHeight(void)
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{
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GrayScaleImageSeries *series = NULL;
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const unsigned short expectedHeight = 10;
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const char *path = "testFile.info2";
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prepareImageFile(path, 8, expectedHeight, 2, 1);
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series = readImages(path);
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TEST_ASSERT_NOT_NULL(series);
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TEST_ASSERT_NOT_NULL(series->images);
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TEST_ASSERT_EQUAL_UINT16(2, series->count);
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TEST_ASSERT_EQUAL_UINT16(expectedHeight, series->images[0].height);
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TEST_ASSERT_EQUAL_UINT16(expectedHeight, series->images[1].height);
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TEST_ASSERT_EQUAL_UINT16(10, series->images[0].width);
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TEST_ASSERT_EQUAL_UINT16(10, series->images[1].width);
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TEST_ASSERT_EQUAL_UINT16(9, series->images[0].height);
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TEST_ASSERT_EQUAL_UINT16(9, series->images[1].height);
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clearSeries(series);
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remove(path);
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}
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void test_readImagesReturnsCorrectLabels(void)
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{
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const unsigned char expectedLabel = 15;
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GrayScaleImageSeries *series = NULL;
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const char *path = "testFile.info2";
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prepareImageFile(path, 8, 8, 2, expectedLabel);
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series = readImages(path);
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prepareImageFile(path, 8, 8, 2, 15);
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GrayScaleImageSeries *series = readImages(path);
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TEST_ASSERT_NOT_NULL(series);
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TEST_ASSERT_NOT_NULL(series->labels);
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TEST_ASSERT_EQUAL_UINT16(2, series->count);
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for (int i = 0; i < 2; i++) {
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TEST_ASSERT_EQUAL_UINT8(expectedLabel, series->labels[i]);
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}
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TEST_ASSERT_EQUAL_UINT8(15, series->labels[0]);
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TEST_ASSERT_EQUAL_UINT8(15, series->labels[1]);
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clearSeries(series);
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remove(path);
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}
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void test_readImagesReturnsNullOnNotExistingPath(void)
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void test_readImagesReturnsPixelData(void)
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{
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const char *path = "testFile.txt";
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const char *path = "testFile.info2";
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const unsigned char pixels[] = { 0, 17, 128, 255 };
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const unsigned char label = 7;
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FILE *file = fopen(path, "wb");
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TEST_ASSERT_NOT_NULL(file);
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writeHeader(file, 1, 2, 2);
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fwrite(pixels, sizeof(pixels), 1, file);
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fwrite(&label, sizeof(label), 1, file);
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fclose(file);
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GrayScaleImageSeries *series = readImages(path);
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TEST_ASSERT_NOT_NULL(series);
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TEST_ASSERT_EQUAL_UINT8_ARRAY(pixels, series->images[0].buffer, sizeof(pixels));
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clearSeries(series);
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remove(path);
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}
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void test_readImagesReturnsNullOnMissingPath(void)
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{
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const char *path = "missingTestFile.info2";
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remove(path);
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TEST_ASSERT_NULL(readImages(path));
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}
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@@ -109,35 +103,39 @@ void test_readImagesReturnsNullOnNotExistingPath(void)
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void test_readImagesFailsOnWrongFileTag(void)
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{
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const char *path = "testFile.info2";
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FILE *file = fopen(path, "w");
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if(file != NULL)
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{
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fprintf(file, "some_tag ");
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fclose(file);
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TEST_ASSERT_NULL(readImages(path));
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}
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FILE *file = fopen(path, "wb");
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TEST_ASSERT_NOT_NULL(file);
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fputs("wrong tag", file);
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fclose(file);
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TEST_ASSERT_NULL(readImages(path));
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remove(path);
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}
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void setUp(void) {
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// Falls notwendig, kann hier Vorbereitungsarbeit gemacht werden
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void test_readImagesFailsOnTruncatedImage(void)
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{
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const char *path = "testFile.info2";
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const unsigned char partialPixels[] = { 1, 2 };
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FILE *file = fopen(path, "wb");
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TEST_ASSERT_NOT_NULL(file);
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writeHeader(file, 1, 2, 2);
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fwrite(partialPixels, sizeof(partialPixels), 1, file);
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fclose(file);
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TEST_ASSERT_NULL(readImages(path));
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remove(path);
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}
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void tearDown(void) {
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// Hier kann Bereinigungsarbeit nach jedem Test durchgeführt werden
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}
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void setUp(void) {}
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void tearDown(void) {}
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int main()
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int main(void)
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{
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UNITY_BEGIN();
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printf("\n============================\nImage input tests\n============================\n");
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RUN_TEST(test_readImagesReturnsCorrectNumberOfImages);
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RUN_TEST(test_readImagesReturnsCorrectImageWidth);
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RUN_TEST(test_readImagesReturnsCorrectImageHeight);
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RUN_TEST(test_readImagesReturnsCorrectImageDimensions);
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RUN_TEST(test_readImagesReturnsCorrectLabels);
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RUN_TEST(test_readImagesReturnsNullOnNotExistingPath);
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RUN_TEST(test_readImagesReturnsPixelData);
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RUN_TEST(test_readImagesReturnsNullOnMissingPath);
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RUN_TEST(test_readImagesFailsOnWrongFileTag);
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RUN_TEST(test_readImagesFailsOnTruncatedImage);
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return UNITY_END();
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}
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}
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+61
-1
@@ -6,11 +6,36 @@
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Matrix createMatrix(unsigned int rows, unsigned int cols)
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{
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Matrix m;
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m.rows = rows;
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m.cols = cols;
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// Speicher reservieren und mit 0 initialisieren
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m.buffer = (MatrixType *)calloc((size_t)rows * cols, sizeof(MatrixType));
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// Falls Arbeitsspeicher voll ist
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if (m.buffer == NULL) {
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m.rows = 0;
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m.cols = 0;
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}
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return m;
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}
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void clearMatrix(Matrix *matrix)
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{
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//prüfen ob pointer exisitert und ob es einen buffer gibt
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if (matrix != NULL && matrix->buffer != NULL)
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{
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// Speicher freigeben
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free(matrix->buffer);
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// Werte zurücksetzen
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matrix->buffer = NULL;
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matrix->rows = 0;
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matrix->cols = 0;
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}
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}
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@@ -31,5 +56,40 @@ Matrix add(const Matrix matrix1, const Matrix matrix2)
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Matrix multiply(const Matrix matrix1, const Matrix matrix2)
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{
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// Überprüfen, ob die Matrizen gültig sind und ob ihre Dimensionen eine Multiplikation erlauben
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if (matrix1.buffer == NULL || matrix2.buffer == NULL || matrix1.cols != matrix2.rows)
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{
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return (Matrix){0};
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}
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// Ergebnismatrix erstellen
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Matrix result = createMatrix(matrix1.rows, matrix2.cols);
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// Überprüfen, ob die Speicherreservierung erfolgreich war
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if (result.buffer == NULL)
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{
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return (Matrix){0};
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}
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// Jede Zeile der ersten Matrix durchlaufen
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for (unsigned int i = 0; i < matrix1.rows; i++)
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{
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// Jede Spalte der zweiten Matrix durchlaufen
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for (unsigned int j = 0; j < matrix2.cols; j++)
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{
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MatrixType sum = 0;
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// Summe der Produkte berechnen
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for (unsigned int k = 0; k < matrix1.cols; k++)
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{
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sum += matrix1.buffer[i * matrix1.cols + k] *
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matrix2.buffer[k * matrix2.cols + j];
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}
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// Berechneten Wert in der Ergebnismatrix speichern
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result.buffer[i * result.cols + j] = sum;
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}
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}
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return result;
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}
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@@ -9,6 +9,39 @@
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static void prepareNeuralNetworkFile(const char *path, const NeuralNetwork nn)
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{
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// TODO
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FILE *file = fopen(path, "wb");
|
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if (file == NULL)
|
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{
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return;
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}
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const char *fileTag = "__info2_neural_network_file_format__";
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fwrite(fileTag, sizeof(char), strlen(fileTag), file);
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if (nn.numberOfLayers > 0)
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{
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fwrite(&nn.layers[0].weights.cols, sizeof(int), 1, file);
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fwrite(&nn.layers[0].weights.rows, sizeof(int), 1, file);
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for (unsigned int i = 0; i < nn.numberOfLayers; i++)
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{
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if (i > 0)
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{
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fwrite(&nn.layers[i].weights.rows, sizeof(int), 1, file);
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}
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fwrite(nn.layers[i].weights.buffer, sizeof(MatrixType),
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nn.layers[i].weights.rows * nn.layers[i].weights.cols, file);
|
||||
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fwrite(nn.layers[i].biases.buffer, sizeof(MatrixType),
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nn.layers[i].biases.rows * nn.layers[i].biases.cols, file);
|
||||
}
|
||||
}
|
||||
|
||||
int endDimension = 0;
|
||||
fwrite(&endDimension, sizeof(int), 1, file);
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||||
|
||||
fclose(file);
|
||||
}
|
||||
|
||||
void test_loadModelReturnsCorrectNumberOfLayers(void)
|
||||
|
||||
Reference in new issue
Block a user