You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
93 lines
2.6 KiB
93 lines
2.6 KiB
6 years ago
|
#include "csr_sparse_matrix.h"
|
||
|
|
||
|
CsrSparseMatrix initCsrSparseMatrix() {
|
||
|
CsrSparseMatrix sparseMatrix;
|
||
|
sparseMatrix.size = 0;
|
||
|
sparseMatrix.numberOfNonZeroElements = 0;
|
||
|
|
||
|
sparseMatrix.values = NULL;
|
||
|
sparseMatrix.columnIndexes = NULL;
|
||
|
sparseMatrix.rowCumulativeIndexes = NULL;
|
||
|
return sparseMatrix;
|
||
|
}
|
||
|
|
||
|
void allocMemoryForCsr(CsrSparseMatrix *sparseMatrix, int numberOfElements) {
|
||
|
sparseMatrix->values = (double *) malloc(numberOfElements * sizeof(double));
|
||
|
sparseMatrix->columnIndexes = (int *) malloc(
|
||
|
numberOfElements * sizeof(int));
|
||
|
sparseMatrix->rowCumulativeIndexes = (int *) malloc(
|
||
|
(numberOfElements + 1) * sizeof(int));
|
||
|
|
||
|
for (int i=0; i<numberOfElements+1; ++i) {
|
||
|
sparseMatrix->rowCumulativeIndexes[i] = 0;
|
||
|
}
|
||
|
sparseMatrix->size = numberOfElements;
|
||
|
}
|
||
|
|
||
|
void zeroOutRow(CsrSparseMatrix *sparseMatrix, int row) {
|
||
|
// Gets start and end indexes of the row's elements
|
||
|
int startIndex = sparseMatrix->rowCumulativeIndexes[row],
|
||
|
endIndex = sparseMatrix->rowCumulativeIndexes[row+1];
|
||
|
for (int i=startIndex; i<endIndex; ++i) {
|
||
|
sparseMatrix->values[i] = 0;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
void zeroOutColumn(CsrSparseMatrix *sparseMatrix, int column) {
|
||
|
for (int i=0; i<sparseMatrix->numberOfNonZeroElements; ++i){
|
||
|
if(sparseMatrix->columnIndexes[i] == column){
|
||
|
sparseMatrix->values[i] = 0;
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
void csrSparseMatrixVectorMultiplication(CsrSparseMatrix 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;
|
||
|
}
|
||
|
|
||
|
for (int i=0; i<sparseMatrix.size; ++i) {
|
||
|
// Gets start and end indexes of this row's elements
|
||
|
int startIndex = sparseMatrix.rowCumulativeIndexes[i],
|
||
|
endIndex = sparseMatrix.rowCumulativeIndexes[i+1];
|
||
|
|
||
|
if (startIndex == endIndex) {
|
||
|
// This row has no elements
|
||
|
continue;
|
||
|
}
|
||
|
|
||
|
double sum = 0;
|
||
|
for(int j=startIndex; j<endIndex; ++j){
|
||
|
int elementColumn = sparseMatrix.columnIndexes[j];
|
||
|
sum += sparseMatrix.values[j] * vector[elementColumn];
|
||
|
}
|
||
|
|
||
|
(*product)[i] = sum;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
void destroyCsrSparseMatrix(CsrSparseMatrix *sparseMatrix) {
|
||
|
free(sparseMatrix->values);
|
||
|
free(sparseMatrix->rowCumulativeIndexes);
|
||
|
free(sparseMatrix->columnIndexes);
|
||
|
}
|
||
|
|
||
|
void printCsrSparseMatrix(CsrSparseMatrix sparseMatrix) {
|
||
|
if (sparseMatrix.size == 0) {
|
||
|
return;
|
||
|
}
|
||
|
|
||
|
for (int i=0; i<sparseMatrix.size; ++i){
|
||
|
int startIndex = sparseMatrix.rowCumulativeIndexes[i],
|
||
|
endIndex = sparseMatrix.rowCumulativeIndexes[i+1];
|
||
|
for(int j=startIndex; j<endIndex; ++j){
|
||
|
printf("Row [%d] has [%d] nz elements: \n at column[%d] is value = %f \n",
|
||
|
i, endIndex-startIndex,
|
||
|
sparseMatrix.columnIndexes[j],
|
||
|
sparseMatrix.values[j]);
|
||
|
}
|
||
|
}
|
||
|
}
|