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146
imageInput.c
146
imageInput.c
@ -6,153 +6,17 @@
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#define BUFFER_SIZE 100
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#define BUFFER_SIZE 100
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#define FILE_HEADER_STRING "__info2_image_file_format__"
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#define FILE_HEADER_STRING "__info2_image_file_format__"
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// TODO Implementieren Sie geeignete Hilfsfunktionen für das Lesen der Bildserie aus einer Datei
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// DONE Implementieren Sie geeignete Hilfsfunktionen für das Lesen der Bildserie aus einer Datei
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// TODO Vervollständigen Sie die Funktion readImages unter Benutzung Ihrer Hilfsfunktionen
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unsigned int readStatusInfo (FILE *const source, GrayScaleImageSeries *const series, char *const headerString, int const sizeToRead, int const amountToRead);
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void readImagedata (FILE *const source, GrayScaleImageSeries *const series, int const amountToRead);
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unsigned int checkHeaderString (const char *const header);
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// DONE Vervollständigen Sie die Funktion readImages unter Benutzung Ihrer Hilfsfunktionen
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GrayScaleImageSeries *readImages(const char *path)
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GrayScaleImageSeries *readImages(const char *path)
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{
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{
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GrayScaleImageSeries *series = NULL;
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GrayScaleImageSeries *series = NULL;
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FILE *readSource = 0;
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const unsigned int sizeOfStausInfoElementsInBytes = sizeof(unsigned short);
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const unsigned int amountOfStatusInfoToRead = 1;
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unsigned int numberOfBytesToRead = 0;
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unsigned int expectedHeader = 0;
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char headerString[sizeof(FILE_HEADER_STRING)] = "";
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readSource = fopen(path, "rb");
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if (readSource != NULL)
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{
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series = calloc (amountOfStatusInfoToRead, sizeof(GrayScaleImageSeries));
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series->images = calloc (amountOfStatusInfoToRead, sizeof(GrayScaleImage));
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numberOfBytesToRead = readStatusInfo (readSource, series, headerString, sizeOfStausInfoElementsInBytes, amountOfStatusInfoToRead);
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expectedHeader = checkHeaderString (headerString);
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series->images = realloc (series->images, series->count * sizeof(GrayScaleImage));
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series->labels = calloc (series->count, sizeof(&(series->labels)));
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if (expectedHeader)
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{
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for (int i = 0; i < series->count; i++)
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{
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series->images[i].buffer = calloc(numberOfBytesToRead, sizeof(unsigned char));
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}
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for (int i = 0; i < series->count; i++)
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{
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series->images[i].width = series->images->width;
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series->images[i].height = series->images->height;
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}
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readImagedata(readSource, series, numberOfBytesToRead);
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}
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else
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{
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fclose(readSource);
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return NULL;
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}
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fclose(readSource);
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}
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return series;
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return series;
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}
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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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// DONE 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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void clearSeries(GrayScaleImageSeries * series)
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{
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{
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int i = 0;
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int j = 0;
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for (i = 0; i < series->count; i++)
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{
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if (i >= 0)
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{
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for (j = 0; j < series->images[i].width * series->images[i].height; j++)
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{
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series->images[i].buffer[j] = 0;
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}
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}
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series->labels[i] = 0;
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series->images[i].width = 0;
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series->images[i].height = 0;
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}
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for (i = 0; i < series->count; i++)
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{
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free(series->images[i].buffer);
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series->images[i].buffer = NULL;
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}
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free(series->labels);
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series->labels = NULL;
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free(series->images);
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series->images = NULL;
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free(series);
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series = NULL;
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}
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}
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// reads headerString, pictureCount, pictureWidth, pictureHight
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unsigned int readStatusInfo(FILE *const source, GrayScaleImageSeries *const series, char *const headerString, int const sizeToRead, int const amountToRead)
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{
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unsigned int bytesToRead = 0;
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fread(headerString, sizeof(FILE_HEADER_STRING) - 1, amountToRead, source);
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fread(&(series->count), sizeToRead, amountToRead, source);
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fread(&(series->images->width), sizeToRead, amountToRead, source);
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fread(&(series->images->height), sizeToRead, amountToRead, source);
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bytesToRead = (series->images->width) * (series->images->height);
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return bytesToRead;
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}
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// reads the imagebytes and the label of all images
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void readImagedata(FILE *const source, GrayScaleImageSeries *const series, int const amountToRead)
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{
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int i = 0;
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for (i = 0; i < series->count ; i++)
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{
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fread(&series->images[i].buffer[0], sizeof(*series->images->buffer), amountToRead, source);
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fread(&series->labels[i], sizeof(*series->images->buffer), sizeof(*series->labels), source);
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}
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}
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// checks if the read headerString matches the expected headerString
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unsigned int checkHeaderString(const char *const header)
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{
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int i = 0;
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int notIdenticall = 0;
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char expectedHeader[sizeof(FILE_HEADER_STRING)] = FILE_HEADER_STRING;
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for (i = 0; i < sizeof(FILE_HEADER_STRING); i++)
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{
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if (header[i] != expectedHeader[i])
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{
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notIdenticall = 1;
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}
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}
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return !notIdenticall;
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}
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@ -9,18 +9,19 @@
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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 prepareImageFile(const char *path, unsigned short int width, unsigned short int height, unsigned int short numberOfImages, unsigned char label)
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{
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{
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FILE *file = fopen(path, "wb");
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FILE *file = fopen(path, "wb");
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if(file != NULL)
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if(file != NULL)
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{
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{
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const char *fileTag = "__info2_image_file_format__";
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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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GrayScalePixelType *zeroBuffer = (GrayScalePixelType *)calloc(numberOfImages * width * height, sizeof(GrayScalePixelType));
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if(zeroBuffer != NULL)
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if(zeroBuffer != NULL)
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{
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{
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fwrite(fileTag, sizeof(fileTag[0]), strlen(fileTag), file);
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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(&numberOfImages, sizeof(numberOfImages), 1, file);
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fwrite(&width, sizeof(width), 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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fwrite(&height, sizeof(height), 1, file);
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for(int i = 0; i < numberOfImages; i++)
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for(int i = 0; i < numberOfImages; i++)
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{
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{
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fwrite(zeroBuffer, sizeof(GrayScalePixelType), width * height, file);
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fwrite(zeroBuffer, sizeof(GrayScalePixelType), width * height, file);
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@ -29,7 +30,7 @@ static void prepareImageFile(const char *path, unsigned short int width, unsigne
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free(zeroBuffer);
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free(zeroBuffer);
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}
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}
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fclose(file);
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fclose(file);
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}
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}
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}
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}
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2
main.c
2
main.c
@ -23,7 +23,7 @@ int main(int argc, char *argv[])
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printf("Loaded %u images ... \n", series->count);
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printf("Loaded %u images ... \n", series->count);
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model = loadModel(pathToModel);
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model = loadModel(pathToModel);
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if(model.numberOfLayers > 0)
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if(model.numberOfLayers > 0)
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{
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{
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unsigned char *predictions = NULL;
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unsigned char *predictions = NULL;
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4
makefile
4
makefile
@ -18,8 +18,8 @@ unityfolder = ./unity
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# --------------------------
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# --------------------------
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# Initiales Programm bauen (zum ausprobieren)
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# Initiales Programm bauen (zum ausprobieren)
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# --------------------------
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# --------------------------
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#mnist_initial: $(BINARIES)/libmnist_complete.a
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mnist_initial: $(BINARIES)/libmnist_complete.a
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# $(CC) -o mnist $(BINARIES)/libmnist_complete.a $(BINARIES)/libraylib.a ${LDFLAGS}
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$(CC) -o mnist $(BINARIES)/libmnist_complete.a $(BINARIES)/libraylib.a ${LDFLAGS}
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# --------------------------
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# --------------------------
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# Selbst implementiertes Programm bauen
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# Selbst implementiertes Programm bauen
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165
matrix.c
165
matrix.c
@ -1,6 +1,5 @@
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#include <stdlib.h>
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#include <stdlib.h>
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#include <string.h>
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#include <string.h>
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#include <stdio.h>
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#include "matrix.h"
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#include "matrix.h"
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// TODO Matrix-Funktionen implementieren
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// TODO Matrix-Funktionen implementieren
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@ -8,13 +7,6 @@
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Matrix createMatrix(unsigned int rows, unsigned int cols)
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Matrix createMatrix(unsigned int rows, unsigned int cols)
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{
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{
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Matrix matrix;
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Matrix matrix;
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Matrix empty = {0, 0, NULL};
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if(rows == 0 || cols == 0)
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{
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//print("Fehler: Dimensionen muessen >= 1 sein!");
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return empty;
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}
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matrix.rows = rows;
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matrix.rows = rows;
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matrix.cols = cols;
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matrix.cols = cols;
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@ -22,7 +14,7 @@ Matrix createMatrix(unsigned int rows, unsigned int cols)
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if(matrix.buffer == NULL)
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if(matrix.buffer == NULL)
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{
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{
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//printf("Fehler bei der Speicherreservierung! Keine Matrix erstellt!");
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printf("Fehler bei der Speicherreservierung! Keine Matrix erstellt!");
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matrix.rows = 0;
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matrix.rows = 0;
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matrix.cols = 0;
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matrix.cols = 0;
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}
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}
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@ -32,43 +24,41 @@ Matrix createMatrix(unsigned int rows, unsigned int cols)
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void clearMatrix(Matrix *matrix)
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void clearMatrix(Matrix *matrix)
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{
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{
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free(matrix->buffer);
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free(matrix.buffer);
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matrix->buffer = NULL;
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matrix->buffer = NULL;
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matrix->rows = 0;
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matrix->rows = 0;
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matrix->cols = 0;
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matrix->cols = 0;
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}
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}
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void setMatrixAt(MatrixType value, Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
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void setMatrixAt(MatrixType value, Matrix *matrix, unsigned int rowIdx, unsigned int colIdx)
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{
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{
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// printf("hier0\n");
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if(matrix->buffer == NULL)
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if(matrix.buffer == NULL)
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{
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{
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// printf("Fehler beim Setzen! Matrix nicht initialisiert");
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printf("Fehler beim Setzen! Matrix nicht initialisiert");
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return;
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return;
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}
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}
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if(rowIdx >= matrix.rows || colIdx >= matrix.cols)
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if(rowIdx >= matrix->rows || colIdx >= matrix->cols)
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{
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{
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// printf("Ungueltige Indizes beim Setzen!\n");
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printf("Ungueltige Indizes beim Setzen!\n");
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return;
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return;
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}
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}
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// printf("hier1\n");
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matrix.buffer[rowIdx * matrix.cols + colIdx] = value;
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matrix->buffer[rowIdx * matrix->cols + colIdx] = value;
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// printf("hier2\n");
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}
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}
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MatrixType getMatrixAt(const Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
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MatrixType getMatrixAt(const Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
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{
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{
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if(matrix.buffer == NULL)
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if(matrix.buffer == NULL)
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{
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{
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//printf("Fehler beim Lesen! Matrix nicht initialisiert");
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printf("Fehler beim Lesen! Matrix nicht initialisiert");
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return 0;
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return 0;
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}
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}
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if(rowIdx >= matrix.rows || colIdx >= matrix.cols)
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if(rowIdx >= matrix.rows || colIdx >= matrix.cols)
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{
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{
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//printf("Ungueltige Indizes beim Lesen!\n");
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printf("Ungueltige Indizes beim Lesen!\n");
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return 0;
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return 0;
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}
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}
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@ -77,134 +67,31 @@ MatrixType getMatrixAt(const Matrix matrix, unsigned int rowIdx, unsigned int co
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Matrix add(const Matrix matrix1, const Matrix matrix2)
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Matrix add(const Matrix matrix1, const Matrix matrix2)
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{
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{
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if((matrix1.rows != matrix2.rows) || (matrix1.cols != matrix2.cols))
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{
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printf("Fehler bei Addition: Matrix Dimensionen passen nicht ueberein!\n");
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Matrix empty = {0, 0, NULL};
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return empty;
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}
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float matrix1Wert = 0;
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float matrix1Wert = 0;
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float matrix2Wert = 0;
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float matrix2Wert = 0;
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float summe = 0;
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float summe = 0;
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int broadcasting = 0;
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Matrix broadcastedmatrix1 = {0,0,NULL};
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Matrix ergebnisMatrix = createMatrix(matrix1.rows, matrix1.cols);
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Matrix broadcastedmatrix2 = {0,0,NULL};
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if((matrix1.rows != matrix2.rows) || (matrix1.cols != matrix2.cols))
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{
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if((matrix1.rows != matrix2.rows) && (matrix1.cols == matrix2.cols))
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{
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if(matrix1.rows == 1)
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{
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broadcastedmatrix1 = createMatrix(matrix2.rows, matrix2.cols);
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for(int row = 0; row<matrix2.rows; row++)
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{
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for(int col = 0; col<matrix2.cols; col++)
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{
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matrix1Wert = getMatrixAt(matrix1, 0, col);
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setMatrixAt(matrix1Wert, broadcastedmatrix1, row, col);
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}
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}
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broadcasting = 1;
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}
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else if(matrix2.rows == 1)
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{
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broadcastedmatrix2 = createMatrix(matrix1.rows, matrix1.cols);
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for(int row = 0; row<matrix1.rows; row++)
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{
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for(int col = 0; col<matrix1.cols; col++)
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{
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matrix2Wert = getMatrixAt(matrix2, 0, col);
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setMatrixAt(matrix2Wert, broadcastedmatrix2, row, col);
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}
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}
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broadcasting = 2;
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}
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}
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else if((matrix1.rows == matrix2.rows) && (matrix1.cols != matrix2.cols))
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{
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if(matrix1.cols == 1)
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{
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broadcastedmatrix1 = createMatrix(matrix2.rows, matrix2.cols);
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for(int row = 0; row<matrix2.rows; row++)
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{
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||||||
for(int col = 0; col<matrix2.cols; col++)
|
|
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{
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matrix1Wert = getMatrixAt(matrix1, row, 0);
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setMatrixAt(matrix1Wert, broadcastedmatrix1, row, col);
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}
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}
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||||||
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broadcasting = 1;
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|
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}
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else if(matrix2.cols == 1)
|
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||||||
{
|
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broadcastedmatrix2 = createMatrix(matrix1.rows, matrix1.cols);
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||||||
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|
||||||
for(int row = 0; row<matrix1.rows; row++)
|
|
||||||
{
|
|
||||||
for(int col = 0; col<matrix1.cols; col++)
|
|
||||||
{
|
|
||||||
matrix2Wert = getMatrixAt(matrix2, row, 0);
|
|
||||||
setMatrixAt(matrix2Wert, broadcastedmatrix2, row, col);
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
broadcasting = 2;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
else
|
|
||||||
{
|
|
||||||
//printf("Fehler bei Addition: Matrix Dimensionen stimmen nicht ueberein!\n");
|
|
||||||
Matrix empty = {0, 0, NULL};
|
|
||||||
return empty;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
Matrix ergebnisMatrix;
|
|
||||||
|
|
||||||
switch (broadcasting)
|
|
||||||
{
|
|
||||||
case 0:
|
|
||||||
case 2:
|
|
||||||
ergebnisMatrix = createMatrix(matrix1.rows, matrix1.cols);
|
|
||||||
break;
|
|
||||||
|
|
||||||
case 1:
|
|
||||||
ergebnisMatrix = createMatrix(matrix2.rows, matrix2.cols);
|
|
||||||
break;
|
|
||||||
}
|
|
||||||
|
|
||||||
for(int row = 0; row < ergebnisMatrix.rows; row++)
|
for(int row = 0; row < ergebnisMatrix.rows; row++)
|
||||||
{
|
{
|
||||||
for(int col = 0; col < ergebnisMatrix.cols; col++)
|
for(int col = 0; col < ergebnisMatrix.cols; col++)
|
||||||
{
|
{
|
||||||
if(broadcasting == 0)
|
matrix1Wert = getMatrixAt(matrix1, row, col);
|
||||||
{
|
matrix2Wert = getMatrixAt(matrix2, row, col);
|
||||||
matrix1Wert = getMatrixAt(matrix1, row, col);
|
summe = matrix1Wert + matrix2Wert;
|
||||||
matrix2Wert = getMatrixAt(matrix2, row, col);
|
|
||||||
summe = matrix1Wert + matrix2Wert;
|
|
||||||
}
|
|
||||||
else if(broadcasting == 1)
|
|
||||||
{
|
|
||||||
matrix1Wert = getMatrixAt(broadcastedmatrix1, row, col);
|
|
||||||
matrix2Wert = getMatrixAt(matrix2, row, col);
|
|
||||||
summe = matrix1Wert + matrix2Wert;
|
|
||||||
}
|
|
||||||
else if(broadcasting == 2)
|
|
||||||
{
|
|
||||||
matrix1Wert = getMatrixAt(matrix1, row, col);
|
|
||||||
matrix2Wert = getMatrixAt(broadcastedmatrix2, row, col);
|
|
||||||
summe = matrix1Wert + matrix2Wert;
|
|
||||||
}
|
|
||||||
|
|
||||||
setMatrixAt(summe, ergebnisMatrix, row, col);
|
setMatrixAt(summe, &ergebnisMatrix, row, col);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
clearMatrix(&broadcastedmatrix1);
|
|
||||||
clearMatrix(&broadcastedmatrix2);
|
|
||||||
|
|
||||||
return ergebnisMatrix;
|
return ergebnisMatrix;
|
||||||
}
|
}
|
||||||
|
|
||||||
@ -212,7 +99,7 @@ Matrix multiply(const Matrix matrix1, const Matrix matrix2)
|
|||||||
{
|
{
|
||||||
if(matrix1.cols != matrix2.rows)
|
if(matrix1.cols != matrix2.rows)
|
||||||
{
|
{
|
||||||
//printf("Fehler bei Multiplikation: Matrix Dimensionen passen nicht ueberein!\n");
|
printf("Fehler bei Multiplikation: Matrix Dimensionen passen nicht ueberein!\n");
|
||||||
Matrix empty = {0, 0, NULL};
|
Matrix empty = {0, 0, NULL};
|
||||||
return empty;
|
return empty;
|
||||||
}
|
}
|
||||||
@ -232,7 +119,7 @@ Matrix multiply(const Matrix matrix1, const Matrix matrix2)
|
|||||||
erg += getMatrixAt(matrix1, row, k) * getMatrixAt(matrix2, k, col);
|
erg += getMatrixAt(matrix1, row, k) * getMatrixAt(matrix2, k, col);
|
||||||
}
|
}
|
||||||
|
|
||||||
setMatrixAt(erg, ergebnisMatrix, row, col);
|
setMatrixAt(erg, &ergebnisMatrix, row, col);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|||||||
@ -170,19 +170,18 @@ NeuralNetwork loadModel(const char *path)
|
|||||||
|
|
||||||
static Matrix imageBatchToMatrixOfImageVectors(const GrayScaleImage images[], unsigned int count)
|
static Matrix imageBatchToMatrixOfImageVectors(const GrayScaleImage images[], unsigned int count)
|
||||||
{
|
{
|
||||||
Matrix matrix = {/*NULL,*/ 0, 0, NULL};
|
Matrix matrix = {NULL, 0, 0};
|
||||||
|
|
||||||
if(count > 0 && images != NULL)
|
if(count > 0 && images != NULL)
|
||||||
{
|
{
|
||||||
matrix = createMatrix(images[0].height * images[0].width, count);
|
matrix = createMatrix(images[0].height * images[0].width, count);
|
||||||
|
|
||||||
if(matrix.buffer != NULL)
|
if(matrix.buffer != NULL)
|
||||||
{
|
{
|
||||||
for(int i = 0; i < count; i++)
|
for(int i = 0; i < count; i++)
|
||||||
{
|
{
|
||||||
for(int j = 0; j < images[i].width * images[i].height; j++)
|
for(int j = 0; j < images[i].width * images[i].height; j++)
|
||||||
{
|
{
|
||||||
// printf("i %d, j %d \n", i,j);
|
|
||||||
setMatrixAt((MatrixType)images[i].buffer[j], matrix, j, i);
|
setMatrixAt((MatrixType)images[i].buffer[j], matrix, j, i);
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
@ -249,7 +248,7 @@ unsigned char *predict(const NeuralNetwork model, const GrayScaleImage images[],
|
|||||||
Matrix outputBatch = forward(model, inputBatch);
|
Matrix outputBatch = forward(model, inputBatch);
|
||||||
|
|
||||||
unsigned char *result = argmax(outputBatch);
|
unsigned char *result = argmax(outputBatch);
|
||||||
|
|
||||||
clearMatrix(&outputBatch);
|
clearMatrix(&outputBatch);
|
||||||
|
|
||||||
return result;
|
return result;
|
||||||
|
|||||||
Loading…
x
Reference in New Issue
Block a user