/* * Copyright 2010-2011 Stefan Lankes * Chair for Operating Systems, RWTH Aachen University * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * */ #include <stdio.h> #include <stdlib.h> #include <string.h> #include <math.h> #include <time.h> #include <unistd.h> #include <errno.h> #undef errno extern int errno; #define MATRIX_SIZE 128 #define MAXVALUE 1337 #define PAGE_SIZE 4096 #define CACHE_SIZE (256*1024) #define ALIGN(x,a) (((x)+(a)-1)&~((a)-1)) static int generate_empty_matrix(double*** A , unsigned int N) { unsigned int iCnt; int i,j; *A = (double**) malloc((N+1)*sizeof(double*)); if (*A == NULL) return -2; /* Error */ (*A)[0] = (double*) malloc((N+1)*N*sizeof(double)); if (**A == NULL) return -2; /* Error */ for(iCnt=1; iCnt<N; iCnt++) { /* Assign pointers in the first "real index"; Value from 1 to N (0 yet set, value N means N+1) */ (*A)[iCnt] = &((*A)[0][iCnt*(N+1)]); } memset(**A, 0, (N+1)*N*sizeof(double)); /* Fill matrix values with 0 */ srand( 42 /*(unsigned) time(NULL)*/ ) ; /* init random number generator */ /* * initialize the system of linear equations * the result vector is one */ for (i = 0; i < N; i++) { double sum = 0.0; for (j = 0; j < N; j++) { if (i != j) { double c = ((double)rand()) / ((double)RAND_MAX) * MAXVALUE; sum += fabs(c); (*A)[i][j] = c; (*A)[i][N] += c; } } /* * The Jacobi method will always converge if the matrix A is strictly or irreducibly diagonally dominant. * Strict row diagonal dominance means that for each row, the absolute value of the diagonal term is * greater than the sum of absolute values of other terms: |A[i][i]| > Sum |A[i][j]| with (i != j) */ (*A)[i][i] = sum + 2.0; (*A)[i][N] += sum + 2.0; } return 0; } int main(int argc, char **argv) { double* temp; unsigned int i, j, iter_start, iter_end; unsigned int iterations = 0; double error, norm, max = 0.0; double** A=0; double* X; double* X_old, xi; clock_t start, end; if (generate_empty_matrix(&A,MATRIX_SIZE) < 0) { printf("generate_empty_matrix() failed...\n"); exit(-1); } printf("generate_empty_matrix() done...\n"); X = (double*) malloc(MATRIX_SIZE*sizeof(double)); X_old = (double*) malloc(MATRIX_SIZE*sizeof(double)); if(X == NULL || X_old == NULL) { printf("X or X_old is NULL...\n"); exit(-1); } for(i=0; i<MATRIX_SIZE; i++) { X[i] = ((double)rand()) / ((double)RAND_MAX) * 10.0; X_old[i] = 0.0; } printf("start calculation...\n"); iter_start = 0; iter_end = MATRIX_SIZE; start = clock(); while(1) { iterations++; temp = X_old; X_old = X; X = temp; for (i=iter_start; i<iter_end; i++) { for(j=0, xi=0.0; j<i; j++) xi += A[i][j] * X_old[j]; for(j=i+1; j<MATRIX_SIZE; j++) xi += A[i][j] * X_old[j]; X[i] = (A[i][MATRIX_SIZE] - xi) / A[i][i]; } if (iterations % 5000 == 0 ) {/* calculate the Euclidean norm between X_old and X*/ norm = 0.0; for (i=iter_start; i<iter_end; i++) norm += (X_old[i] - X[i]) * (X_old[i] - X[i]); /* check the break condition */ norm /= (double) MATRIX_SIZE; if (norm < 0.0000001) break; } } end = clock(); if (MATRIX_SIZE < 16) { printf("Print the solution...\n"); /* print solution */ for(i=0; i<MATRIX_SIZE; i++) { for(j=0; j<MATRIX_SIZE; j++) printf("%8.2f\t", A[i][j]); printf("*\t%8.2f\t=\t%8.2f\n", X[i], A[i][MATRIX_SIZE]); } } printf("Check the result...\n"); /* * check the result * X[i] have to be 1 */ for(i=0; i<MATRIX_SIZE; i++) { error = fabs(X[i] - 1.0f); if (max < error) max = error; if (error > 0.01f) printf("Result is on position %d wrong (%f != 1.0)\n", i, X[i]); } printf("maximal error is %f\n", max); printf("\nmatrix size: %d x %d\n", MATRIX_SIZE, MATRIX_SIZE); printf("number of iterations: %d\n", iterations); printf("calculation time: %f s\n", (float) (end-start) / (float) CLOCKS_PER_SEC); free((void*) X_old); free((void*) X); return 0; }