Exercise 4 for the course "Parallel and distributed systems" of THMMY in AUTH university.
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#include "coo_sparse_matrix.h"
CooSparseMatrix initCooSparseMatrix() {
CooSparseMatrix sparseMatrix;
sparseMatrix.size = 0;
sparseMatrix.numberOfNonZeroElements = 0;
sparseMatrix.elements = NULL;
return sparseMatrix;
}
void allocMemoryForCoo(CooSparseMatrix *sparseMatrix, int numberOfElements) {
sparseMatrix->elements = (CooSparseMatrixElement **) malloc(
numberOfElements * sizeof(CooSparseMatrixElement *));
sparseMatrix->size = numberOfElements;
}
void addElement(CooSparseMatrix *sparseMatrix, double value, int row, int column) {
// Checks if there is enough space allocated
if (sparseMatrix->numberOfNonZeroElements == sparseMatrix->size) {
printf("Number of non zero elements exceeded size of matrix!\n");
exit(EXIT_FAILURE);
}
// Creates the new element
CooSparseMatrixElement *newElement = (CooSparseMatrixElement *) malloc(
sizeof(CooSparseMatrixElement));
newElement->value = value;
newElement->rowIndex = row;
newElement->columnIndex = column;
// Adds the new element to the first empty (NULL) address of the matrix
sparseMatrix->elements[sparseMatrix->numberOfNonZeroElements] = newElement;
sparseMatrix->numberOfNonZeroElements = sparseMatrix->numberOfNonZeroElements + 1;
}
void transposeSparseMatrix(CooSparseMatrix *sparseMatrix) {
for (int i=0; i<sparseMatrix->numberOfNonZeroElements; ++i) {
CooSparseMatrixElement *element = sparseMatrix->elements[i];
int tempRow = element->rowIndex;
element->rowIndex = element->columnIndex;
element->columnIndex = tempRow;
}
}
/*
* This function is a port of the one found here:
* https://github.com/scipy/scipy/blob/3b36a57/scipy/sparse/sparsetools/coo.h#L34
*/
void transformToCSR(CooSparseMatrix initialSparseMatrix,
CsrSparseMatrix *transformedSparseMatrix) {
// Checks if the sizes of the two matrices fit
if (initialSparseMatrix.numberOfNonZeroElements > transformedSparseMatrix->numberOfElements) {
printf("Transformed CSR matrix does not have enough space!\n");
exit(EXIT_FAILURE);
}
// Calculates the elements per row
for (int i=0; i<initialSparseMatrix.numberOfNonZeroElements; ++i){
int rowIndex = initialSparseMatrix.elements[i]->rowIndex;
transformedSparseMatrix->rowCumulativeIndexes[rowIndex] =
transformedSparseMatrix->rowCumulativeIndexes[rowIndex] + 1;
}
// Cumulative sums the non zero elements per row
for (int i=0, sum=0; i<transformedSparseMatrix->size+1; ++i){
int temp = transformedSparseMatrix->rowCumulativeIndexes[i];
transformedSparseMatrix->rowCumulativeIndexes[i] = sum;
sum += temp;
}
// Copies the values and columns of the elements
for (int i=0; i<initialSparseMatrix.numberOfNonZeroElements; ++i){
int row = initialSparseMatrix.elements[i]->rowIndex;
int destinationIndex = transformedSparseMatrix->rowCumulativeIndexes[row];
transformedSparseMatrix->columnIndexes[destinationIndex] = initialSparseMatrix.elements[i]->columnIndex;
transformedSparseMatrix->values[destinationIndex] = initialSparseMatrix.elements[i]->value;
transformedSparseMatrix->rowCumulativeIndexes[row]++;
}
// Fixes the cumulative sum
for (int i=0, last=0; i<=transformedSparseMatrix->size; i++){
int temp = transformedSparseMatrix->rowCumulativeIndexes[i];
transformedSparseMatrix->rowCumulativeIndexes[i] = last;
last = temp;
}
}
void cooSparseMatrixVectorMultiplication(CooSparseMatrix sparseMatrix,
double *vector, double **product, int vectorSize) {
// Initializes the elements of the product vector to zero
for (int i=0; i<vectorSize; ++i) {
(*product)[i] = 0;
}
CooSparseMatrixElement *element;
for (int i=0; i<sparseMatrix.numberOfNonZeroElements; ++i) {
element = sparseMatrix.elements[i];
int row = element->rowIndex, column = element->columnIndex;
if (row >= vectorSize) {
printf("Error at sparseMatrixVectorMultiplication. Matrix has more rows than vector!\n");
printf("row = %d\n", row);
exit(EXIT_FAILURE);
}
(*product)[row] = (*product)[row] + element->value * vector[column];
}
}
void destroyCooSparseMatrix(CooSparseMatrix *sparseMatrix) {
for (int i=0; i<sparseMatrix->numberOfNonZeroElements; ++i) {
free(sparseMatrix->elements[i]);
}
free(sparseMatrix->elements);
}
void printCooSparseMatrix(CooSparseMatrix sparseMatrix) {
if (sparseMatrix.numberOfNonZeroElements == 0) {
return;
}
CooSparseMatrixElement *element;
for (int i=0; i<sparseMatrix.numberOfNonZeroElements; ++i) {
element = sparseMatrix.elements[i];
printf("[%d,%d] = %f\n", element->rowIndex, element->columnIndex,
element->value);
}
}