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