generated from freudenreichan/info2Praktikum-NeuronalesNetz
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96b3d72848 |
No files matched your search
+212
-6
@@ -6,17 +6,223 @@
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#define BUFFER_SIZE 100
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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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// TODO Vervollständigen Sie die Funktion readImages unter Benutzung Ihrer Hilfsfunktionen
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//HilfsFunktionen:
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/* Opens the file in binary mode.
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* path: file path to open (must not be NULL).
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* returns FILE* or NULL on failure.
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*/
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static FILE *openImageFile(const char *path)
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{
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if (path == NULL)
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{
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return NULL;
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}
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return fopen(path, "rb");
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}
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/* Reads and checks the file header.
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* file: opened file to read the header from.
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* returns 1 if header is valid, otherwise 0.
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*/
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static int readAndCheckHeader(FILE *file)
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{
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size_t headerLength = strlen(FILE_HEADER_STRING);
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char buffer[BUFFER_SIZE];
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if (headerLength + 1 > BUFFER_SIZE)
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{
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return 0;
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}
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if (fread(buffer, 1, headerLength, file) != headerLength)
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{
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return 0;
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}
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buffer[headerLength] = '\0';
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if (strcmp(buffer, FILE_HEADER_STRING) != 0)
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{
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return 0;
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}
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return 1; /* Header ok */
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}
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/* Reads metadata: image count, width, and height.
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* file: file to read from; count/width/height are outputs.
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* returns 1 on success or 0 on invalid/zero metadata.
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*/
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static int readImageMetaData(FILE *file,
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unsigned short *count,
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unsigned short *width,
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unsigned short *height)
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{
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if (fread(count, sizeof(unsigned short), 1, file) != 1)
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{
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return 0;
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}
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if (fread(width, sizeof(unsigned short), 1, file) != 1)
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{
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return 0;
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}
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if (fread(height, sizeof(unsigned short), 1, file) != 1)
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{
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return 0;
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}
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if (*count == 0 || *width == 0 || *height == 0)
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{
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return 0;
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}
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return 1;
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}
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//Hauptfunktion:
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/* Loads all images + labels from a .info2 file.
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* path: file path to load.
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* returns a new GrayScaleImageSeries or NULL on error.
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*/
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GrayScaleImageSeries *readImages(const char *path)
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{
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GrayScaleImageSeries *series = NULL;
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// 1. Open the file
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FILE *file = openImageFile(path);
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if (file == NULL)
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{
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return NULL;
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}
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// 2. Check the header
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if (!readAndCheckHeader(file))
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{
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fclose(file);
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return NULL;
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}
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// 3. Read image metadata
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unsigned short count = 0;
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unsigned short width = 0;
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unsigned short height = 0;
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if (!readImageMetaData(file, &count, &width, &height))
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{
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fclose(file);
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return NULL;
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}
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// 4. Allocate memory for image series
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GrayScaleImageSeries *series = (GrayScaleImageSeries *)malloc(sizeof(GrayScaleImageSeries));
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if (series == NULL)
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{
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fclose(file);
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return NULL;
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}
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series->count = count;
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series->images = (GrayScaleImage *)calloc(count, sizeof(GrayScaleImage));
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series->labels = (unsigned char *)malloc(count * sizeof(unsigned char));
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if (series->images == NULL || series->labels == NULL)
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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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fclose(file);
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return NULL;
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}
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// 5. Read the images and labels
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for (unsigned int i = 0; i < count; i++)
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{
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GrayScaleImage *image = &series->images[i];
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image->width = (unsigned int)width;
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image->height = (unsigned int)height;
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size_t numPixels = (size_t)width * (size_t)height;
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image->buffer = (GrayScalePixelType *)malloc(numPixels * sizeof(GrayScalePixelType));
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if (image->buffer == NULL)
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{
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for (unsigned int j = 0; j < i; j++)
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{
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free(series->images[j].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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fclose(file);
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return NULL;
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}
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if (fread(image->buffer, sizeof(GrayScalePixelType), numPixels, file) != numPixels)
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{
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for (unsigned int j = 0; j <= i; j++)
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{
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free(series->images[j].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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fclose(file);
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return NULL;
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}
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if (fread(&series->labels[i], sizeof(unsigned char), 1, file) != 1)
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{
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for (unsigned int j = 0; j <= i; j++)
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{
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free(series->images[j].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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fclose(file);
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return NULL;
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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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/* Frees the entire image series.
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* series: image series to free (NULL-safe).
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* returns nothing (void).
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*/
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void clearSeries(GrayScaleImageSeries *series)
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{
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}
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if (series == NULL)
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{
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return;
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}
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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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{
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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->images);
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series->images = NULL;
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}
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if (series->labels != NULL)
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{
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free(series->labels);
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series->labels = NULL;
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}
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free(series);
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}
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@@ -2,8 +2,9 @@
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#include <string.h>
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#include "matrix.h"
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// TODO Matrix-Funktionen implementieren
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//Erstellt eine mit Nullen gefuellte Matrix, wenn genug Speicherplatz vorhanden ist und ein out-of-bounds-error durch unpassende Spalten oder Zeilen verhindert werden kann.
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//Gibt die erstellte Matrix als Matrix-Objekt zurueck, also als eine Kopie der erstellten Matrix.
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//@Param: rows gibt die Anzahl der Zeilen der neuen Matrix an, cols gibt die Anzahl der Spalten an
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Matrix createMatrix(unsigned int rows, unsigned int cols)
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{
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if(rows && cols){
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@@ -32,7 +33,8 @@ Matrix createMatrix(unsigned int rows, unsigned int cols)
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return matrix;
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}
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//Loescht die uebergebene Matrix vollstaendig aus dem Speicher.
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//@Param: *matrix Gibt den Zeiger auf die zu loeschende Matrix wieder. Dadurch wird nicht nur eine Kopie geloescht, sondern tatsaechlich die Matrix.
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void clearMatrix(Matrix *matrix)
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{
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free(matrix->buffer);
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@@ -41,11 +43,19 @@ void clearMatrix(Matrix *matrix)
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matrix->cols = 0;
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}
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//Setzt den Wert einer Matrix an einer bestimmten Stelle im Array.
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//@Param: value gibt den einzufuegenden Wert an, matrix die Matrix, deren Wert geandert oder gesetzt werden soll,
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// rowIdx die Anzahl der Zeilen, die im Speicher uebersprungen werden soll, um in die gewunschte Zeile zu kommen,
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// collIdx die Nummer der Spalte, die geandert werden soll
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void setMatrixAt(MatrixType value, Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
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{
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matrix.buffer[rowIdx * matrix.cols + colIdx] = value;
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}
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//Gibt den Wert einer Matrix an einer bestimmten Stelle im Array zurueck.
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//@Param: value gibt den einzufuegenden Wert an, matrix die Matrix, deren Wert geandert oder gesetzt werden soll,
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//rowIdx die Anzahl der Zeilen, die im Speicher uebersprungen werden soll, um in die gewunschte Zeile zu kommen,
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// collIdx die Nummer der Spalte, die gelesen werden soll
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MatrixType getMatrixAt(const Matrix matrix, unsigned int rowIdx, unsigned int colIdx)
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{
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if(rowIdx >= matrix.rows || colIdx >= matrix.cols){
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@@ -54,6 +64,11 @@ MatrixType getMatrixAt(const Matrix matrix, unsigned int rowIdx, unsigned int co
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return matrix.buffer[rowIdx * matrix.cols + colIdx];
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}
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//Addiert zwei Matrizen miteinander oder broadcastet die eine Matrix mit einem Vektor.
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//Ueberpueft, ob broadcasting moeglich ist. Wenn nicht, werden die Matrizen addiert. Prueft zusaetzlich, ob Matrizenaddition moeglich ist.
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//Ist Broadcasting moeglich, wird die broadcasting-Methode aufgerufen.
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//Gibt addierte Matrix zurueck, nachdem diese in der Funktion erstellt wurde.
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//@param: matrix1 und matrix2 sind die Matrizen, deren Spalten und Zeilen ueberprueft werden und von denen moeglicherweise einer ein Vektor ist fuer das Broadcasting.
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Matrix add(const Matrix matrix1, const Matrix matrix2)
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{
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int rows1 = rows(matrix1);
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@@ -91,6 +106,9 @@ Matrix add(const Matrix matrix1, const Matrix matrix2)
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}
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}
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//Gibt die Matrix zurueck, die nach dem Broadcasting entstanden ist.
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//Addiert einen Vektor zu einer Matrix, sodass jede Zelle der Matrix mit der Koordinate des Vektors addiert wird.
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//@param: vektor ist die einspaltige Matrix, deren Koordinaten auf die Matrix addiert werden, matrix ist die Matrix, zu der der Vektor addiert wird.
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Matrix broadcasting(const Matrix vektor, const Matrix matrix)
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{
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int rowsM = rows(matrix);
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@@ -109,6 +127,8 @@ Matrix broadcasting(const Matrix vektor, const Matrix matrix)
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return result;
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}
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//Prueft, ob Multiplikation zweier Matrizen moeglich ist und gibt fuer den Fall, dass es moeglich ist, eine neue Matrix mit den Ergebnissen zurueck.
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//@param: matrix1 und matrix2 geben die Matrizen an, die miteinander multipliziert werden sollen
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Matrix multiply(const Matrix matrix1, const Matrix matrix2)
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{
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int rows1 = rows(matrix1);
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@@ -142,11 +162,15 @@ Matrix multiply(const Matrix matrix1, const Matrix matrix2)
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return createMatrix(0,0);
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}
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//Gibt die Strukturvariable rows einer Matrix zurueck
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//@param: matrix gibt an, von welcher Matrix die Strukturvariable uebergeben werden soll
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int rows(const Matrix matrix)
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{
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return matrix.rows;
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}
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//Gibt die Strukturvariable cols einer Matrix zurueck
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//@param: matrix gibt an, von welcher Matrix die Strukturvariable uebergeben werden soll
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int cols(const Matrix matrix)
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{
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return matrix.cols;
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@@ -10,7 +10,7 @@ typedef struct{
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unsigned int rows;
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unsigned int cols;
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MatrixType *buffer; //Data wird in einem eindimensionalen Array gespeichert (Spalten und Reihen liegen ja im Speicher hintereinannder)
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} Matrix;
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} Matrix;
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Matrix createMatrix(unsigned int rows, unsigned int cols);
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+1
-1
@@ -170,7 +170,7 @@ NeuralNetwork loadModel(const char *path)
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static Matrix imageBatchToMatrixOfImageVectors(const GrayScaleImage images[], unsigned int count)
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{
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Matrix matrix = {NULL, 0, 0};
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Matrix matrix = {0,0, NULL};
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if(count > 0 && images != NULL)
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{
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@@ -1,6 +1,8 @@
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#ifndef NEURALNETWORK_H
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#define NEURALNETWORK_H
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#define FILE_HEADER_STRING "__info2_neural_network_file_format__"
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#include "imageInput.h"
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#include "matrix.h"
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+34
-1
@@ -6,11 +6,44 @@
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#include "neuralNetwork.h"
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//Testdatei schreiben
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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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// Datei öffnen
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FILE *file = fopen(path, "wb");
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if (file == NULL)
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return;
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// Header schreiben
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const char *fileTag = "__info2_neural_network_file_format__";
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fwrite(fileTag, 1, strlen(fileTag), file);
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// input Dimension schreiben
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int inputDim = nn.layers[0].weights.cols;
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fwrite(&inputDim, sizeof(int), 1, file);
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// für weiter Layer nur output Dimension schreiben
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for (unsigned int i = 0; i < nn.numberOfLayers; i++)
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{
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int outputDim = nn.layers[i].weights.rows;
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fwrite(&outputDim, sizeof(int), 1, file);
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int weightCount = nn.layers[i].weights.rows * nn.layers[i].weights.cols;
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fwrite(nn.layers[i].weights.buffer, sizeof(MatrixType), weightCount, file);
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int biasesCount = nn.layers[i].biases.rows * nn.layers[i].biases.cols;
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fwrite(nn.layers[i].biases.buffer, sizeof(MatrixType), biasesCount, file);
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}
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// Ende: loadModel liest 0 ein
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int fileEnd = 0;
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fwrite(&fileEnd, sizeof(int), 1, file);
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// Datei schließen
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fclose(file);
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}
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void test_loadModelReturnsCorrectNumberOfLayers(void)
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{
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const char *path = "some__nn_test_file.info2";
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Executable
BIN
Binary file not shown.
@@ -0,0 +1,20 @@
|
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<?xml version="1.0" encoding="UTF-8"?>
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<!DOCTYPE plist PUBLIC "-//Apple Computer//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
|
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<plist version="1.0">
|
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<dict>
|
||||
<key>CFBundleDevelopmentRegion</key>
|
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<string>English</string>
|
||||
<key>CFBundleIdentifier</key>
|
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<string>com.apple.xcode.dsym.runImageInputTests</string>
|
||||
<key>CFBundleInfoDictionaryVersion</key>
|
||||
<string>6.0</string>
|
||||
<key>CFBundlePackageType</key>
|
||||
<string>dSYM</string>
|
||||
<key>CFBundleSignature</key>
|
||||
<string>????</string>
|
||||
<key>CFBundleShortVersionString</key>
|
||||
<string>1.0</string>
|
||||
<key>CFBundleVersion</key>
|
||||
<string>1</string>
|
||||
</dict>
|
||||
</plist>
|
||||
Binary file not shown.
@@ -0,0 +1,5 @@
|
||||
---
|
||||
triple: 'arm64-apple-darwin'
|
||||
binary-path: runImageInputTests
|
||||
relocations: []
|
||||
...
|
||||
Reference in new issue
Block a user