TP-calcul-parallele/TP1/05_CG/CG_sq.c

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2023-06-23 17:34:09 +00:00
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#include "util.h"
void cg_sq(double *A, double *rhs, int N, double tol)
{
int num_it, max_it;
double x[N], p[N], r[N], Ap[N];
double nr;
double epsilon;
double np2, alpha, beta;
max_it = 100;
// initialization of the solution
for (int i = 0; i < N; i++)
{
// b[i] = (float) i;
x[i] = 0.0;
}
// compute the norm of the rhs (dot product, then sqrt)
nr = dot(rhs, rhs, N);
nr = sqrt(nr);
printf("nr = %lg\n", nr);
// threshold of the CG
epsilon = tol * nr;
// Initialization of p and r
copy_v(p, rhs, N);
copy_v(r, rhs, N);
// number of iterations
num_it = 0;
printf("num_it %d -- epsilon %lg -- nr %lg\n", num_it, epsilon, nr);
while ((nr > epsilon) && (num_it < max_it))
{
// Compute the vector Ap = A*p
multAv(Ap, A, p, N, N);
// compute the dot product np2 = (Ap, p)
np2 = dot(p, Ap, N);
printf("np2 = %lg\n", np2);
// alpha
alpha = (nr * nr) / np2;
// printf("alpha = %lg\n", alpha);
// compute the new x and r
axpy(alpha, x, p, N);
axpy(-alpha, r, Ap, N);
// compute the norm of the residual (dot product, then sqrt)
nr = dot(r, r, N);
nr = sqrt(nr);
// printf("nr = %lg\n", nr);
// beta
beta = (nr * nr) / (alpha * np2);
// printf("beta = %lg\n", beta);
// compute the new p
xpay(beta, r, p, N);
// increase the number of iterations
num_it++;
// printf("num_it %d -- nr %lg \n", num_it, nr);
}
// display the solution
for (int i = 0; i < N; i++)
{
printf("x[%d] = %lg\n", i, x[i]);
}
return;
}