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@ -15,8 +15,8 @@ const int NUMERICAL_BASE = 10; |
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char *DEFAULT_OUTPUT_FILENAME = "pagerank_output"; |
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char *DEFAULT_OUTPUT_FILENAME = "pagerank_output"; |
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const int FILE_READ_BUFFER_SIZE = 4096; |
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const int FILE_READ_BUFFER_SIZE = 4096; |
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const int CONVERGENCE_CHECK_ITERATION_PERIOD = 3; |
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const int CONVERGENCE_CHECK_ITERATION_PERIOD = 2; |
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const int SPARSITY_INCREASE_ITERATION_PERIOD = 3; |
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const int SPARSITY_INCREASE_ITERATION_PERIOD = 10; |
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/* ===== FUNCTIONS ===== */ |
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/* ===== FUNCTIONS ===== */ |
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@ -72,7 +72,7 @@ int pagerank(CsrSparseMatrix *transitionMatrix, double **pagerankVector, |
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if (parameters.history) { |
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if (parameters.history) { |
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// Outputs pagerank vector to file
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// Outputs pagerank vector to file
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savePagerankToFile(parameters.outputFilename, iterations != 0, |
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savePagerankToFile(parameters.outputFilename, iterations != 0, |
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*pagerankVector, numberOfPages, realIterations); |
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*pagerankVector, numberOfPages, iterations); |
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} |
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} |
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// Periodically checks for convergence
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// Periodically checks for convergence
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@ -149,11 +149,11 @@ int pagerank(CsrSparseMatrix *transitionMatrix, double **pagerankVector, |
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} |
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} |
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} while (!*convergenceStatus && (parameters.maxIterations == 0 || |
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} while (!*convergenceStatus && (parameters.maxIterations == 0 || |
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iterations < parameters.maxIterations)); |
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iterations < parameters.maxIterations)); |
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(*parameters).realIterations = iterations; |
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if (!parameters.history) { |
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if (!parameters.history) { |
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// Outputs last pagerank vector to file
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// Always outputs last pagerank vector to file
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savePagerankToFile(parameters.outputFilename, false, *pagerankVector, |
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savePagerankToFile(parameters.outputFilename, false, *pagerankVector, |
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numberOfPages, parameters.realIterations); |
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numberOfPages, iterations); |
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} |
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} |
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// Frees memory
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// Frees memory
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@ -195,7 +195,7 @@ void initialize(CsrSparseMatrix *transitionMatrix, |
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"\nGraph filename: %s\n", (*parameters).convergenceCriterion, |
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"\nGraph filename: %s\n", (*parameters).convergenceCriterion, |
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(*parameters).dampingFactor, (*parameters).graphFilename); |
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(*parameters).dampingFactor, (*parameters).graphFilename); |
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} |
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} |
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(*parameters).realIterations = 0; |
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// Allocates memory for the pagerank vector
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// Allocates memory for the pagerank vector
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(*pagerankVector) = (double *) malloc((*parameters).numberOfPages * sizeof(double)); |
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(*pagerankVector) = (double *) malloc((*parameters).numberOfPages * sizeof(double)); |
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double webUniformProbability = 1. / (*parameters).numberOfPages; |
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double webUniformProbability = 1. / (*parameters).numberOfPages; |
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@ -230,9 +230,9 @@ void calculateNextPagerank(CsrSparseMatrix *transitionMatrix, |
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vectorNorm(*pagerankVector, vectorSize); |
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vectorNorm(*pagerankVector, vectorSize); |
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for (int i=0; i<vectorSize; ++i) { |
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for (int i=0; i<vectorSize; ++i) { |
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//(*pagerankVector)[i] += normDifference * webUniformProbability +
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(*pagerankVector)[i] += normDifference * webUniformProbability + |
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//linksFromConvergedPagesPagerankVector[i] + convergedPagerankVector[i];
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linksFromConvergedPagesPagerankVector[i] + convergedPagerankVector[i]; |
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(*pagerankVector)[i] += 0.5*normDifference* webUniformProbability +linksFromConvergedPagesPagerankVector[i] + convergedPagerankVector[i]; |
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//(*pagerankVector)[i] += 0.5*normDifference* webUniformProbability +linksFromConvergedPagesPagerankVector[i] + convergedPagerankVector[i];
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} |
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} |
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} |
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} |
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@ -417,33 +417,27 @@ void generateNormalizedTransitionMatrixFromFile(CsrSparseMatrix *transitionMatri |
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// Calculates the outdegree of each page and assigns the uniform probability
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// Calculates the outdegree of each page and assigns the uniform probability
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// of transition to the elements of the corresponding row
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// of transition to the elements of the corresponding row
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int* pageOutdegree = malloc((*parameters).numberOfPages*sizeof(int)); |
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int* pageOutdegree = malloc((*parameters).numberOfPages*sizeof(int)); |
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for (int i=0; i<(*parameters).numberOfPages; ++i){ |
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for (int i=0; i<(*parameters).numberOfPages; ++i){ |
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pageOutdegree[i] = 0; |
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pageOutdegree[i] = 0; |
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} |
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} |
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for (int i=0; i<numberOfEdges; ++i) { |
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for (int i=0; i<numberOfEdges; ++i) { |
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int currentRow = tempMatrix.elements[i]->rowIndex; |
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int currentRow = tempMatrix.elements[i]->rowIndex; |
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++pageOutdegree[currentRow]; |
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if (currentRow == tempMatrix.elements[i]->rowIndex) { |
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++pageOutdegree[currentRow]; |
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} |
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} |
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} |
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for (int i=0; i<tempMatrix.size; ++i) { |
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for (int i=0; i<tempMatrix.size; ++i) { |
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tempMatrix.elements[i]->value = 1./pageOutdegree[tempMatrix.elements[i]->rowIndex]; |
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tempMatrix.elements[i]->value = 1./pageOutdegree[tempMatrix.elements[i]->rowIndex]; |
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} |
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} |
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free(pageOutdegree); |
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// Transposes the temporary transition matrix (P^T).
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// Transposes the temporary transition matrix (P^T).
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transposeSparseMatrix(&tempMatrix); |
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transposeSparseMatrix(&tempMatrix); |
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allocMemoryForCsr(transitionMatrix, numberOfEdges); |
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allocMemoryForCsr(transitionMatrix, numberOfEdges); |
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// Transforms the temporary COO matrix to the desired CSR format
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// Transforms the temporary COO matrix to the desired CSR format
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transformToCSR(tempMatrix, transitionMatrix); |
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transformToCSR(tempMatrix, transitionMatrix); |
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//printCsrSparseMatrix(*transitionMatrix);
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destroyCooSparseMatrix(&tempMatrix); |
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destroyCooSparseMatrix(&tempMatrix); |
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fclose(graphFile); |
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fclose(graphFile); |
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@ -481,7 +475,7 @@ int checkIncrement(int previousIndex, int maxIndex, char *programName) { |
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} |
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} |
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void savePagerankToFile(char *filename, bool append, double *pagerankVector, |
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void savePagerankToFile(char *filename, bool append, double *pagerankVector, |
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int vectorSize, int realIterations) { |
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int vectorSize, int iteration) { |
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FILE *outputFile; |
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FILE *outputFile; |
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if (append) { |
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if (append) { |
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@ -494,13 +488,18 @@ void savePagerankToFile(char *filename, bool append, double *pagerankVector, |
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printf("Error while opening the output file.\n"); |
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printf("Error while opening the output file.\n"); |
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return; |
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return; |
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} |
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} |
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//Save numberofPages and convergence time
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// Saves the pagerank vector
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//fprintf(outputFile, "Iteration %d:\t", iteration);
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double sum = 0; |
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for (int i=0; i<vectorSize; ++i) { |
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sum += pagerankVector[i]; |
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} |
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//fprintf(outputFile, "%f\n", sum);
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for (int i=0; i<vectorSize; ++i) { |
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for (int i=0; i<vectorSize; ++i) { |
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fprintf(outputFile, "%f ", pagerankVector[i]); |
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fprintf(outputFile, "%d = %.10g\n", i, pagerankVector[i]/sum); |
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} |
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} |
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fprintf(outputFile, "\n"); |
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//fprintf(outputFile, "%d\t", vectorSize);
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//fprintf(outputFile, "%d\t", realIterations);
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fclose(outputFile); |
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fclose(outputFile); |
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} |
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} |