TheAlgorithms-C/numerical_methods/durand_kerner_roots.c

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/**
* @file
* Compute riots of any given polynomial.
*
* Test the algorithm online:
* https://gist.github.com/kvedala/27f1b0b6502af935f6917673ec43bcd7
*
* Try the highly unstable Wilkinson's polynomial:
* ```
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* ./numerical_methods/durand_kerner_roots.c 1 -210 20615 -1256850 53327946
* -1672280820 40171771630 -756111184500 11310276995381 -135585182899530
* 1307535010540395 -10142299865511450 63030812099294896 -311333643161390640
* 1206647803780373360 -3599979517947607200 8037811822645051776
* -12870931245150988800 13803759753640704000 -8752948036761600000
* 2432902008176640000
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* ```
*/
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#include <complex.h>
#include <limits.h>
#include <math.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
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#include <time.h>
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#define ACCURACY 1e-10 /**< maximum accuracy limit */
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/**
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* Evaluate the value of a polynomial with given coefficients
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* \param[in] coeffs coefficients of the polynomial
* \param[in] degree degree of polynomial
* \param[in] x point at which to evaluate the polynomial
* \returns \f$f(x)\f$
**/
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long double complex poly_function(double *coeffs, unsigned int degree,
long double complex x)
{
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long double complex out = 0.;
unsigned int n;
for (n = 0; n < degree; n++)
out += coeffs[n] * cpow(x, degree - n - 1);
return out;
}
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/**
* create a textual form of complex number
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* \param[in] x point at which to evaluate the polynomial
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* \returns pointer to converted string
*/
const char *complex_str(long double complex x)
{
static char msg[50];
double r = creal(x);
double c = cimag(x);
sprintf(msg, "% 7.04g%+7.04gj", r, c);
return msg;
}
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/**
* check for termination condition
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* \param[in] delta point at which to evaluate the polynomial
* \returns 0 if termination not reached
* \returns 1 if termination reached
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*/
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char check_termination(long double delta)
{
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static long double past_delta = INFINITY;
if (fabsl(past_delta - delta) <= ACCURACY || delta < ACCURACY)
return 1;
past_delta = delta;
return 0;
}
/***
* the comandline inputs are taken as coeffiecients of a polynomial
**/
int main(int argc, char **argv)
{
double *coeffs = NULL;
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long double complex *s0 = NULL;
unsigned int degree = 0;
unsigned int n, i;
if (argc < 2)
{
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printf("Please pass the coefficients of the polynomial as commandline "
"arguments.\n");
return 0;
}
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degree = argc - 1; /* detected polynomial degree */
coeffs = (double *)malloc(
degree * sizeof(double)); /* store all input coefficients */
s0 = (long double complex *)malloc(
(degree - 1) *
sizeof(long double complex)); /* number of roots = degree-1 */
/* initialize random seed: */
srand(time(NULL));
if (!coeffs || !s0)
{
perror("Unable to allocate memory!");
if (coeffs)
free(coeffs);
if (s0)
free(s0);
return EXIT_FAILURE;
}
#if defined(DEBUG) || !defined(NDEBUG)
/**
* store intermediate values to a CSV file
**/
FILE *log_file = fopen("durand_kerner.log.csv", "wt");
if (!log_file)
{
perror("Unable to create a storage log file!");
free(coeffs);
free(s0);
return EXIT_FAILURE;
}
fprintf(log_file, "iter#,");
#endif
printf("Computing the roots for:\n\t");
for (n = 0; n < degree; n++)
{
coeffs[n] = strtod(argv[n + 1], NULL);
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if (n < degree - 1 && coeffs[n] != 0)
printf("(%g) x^%d + ", coeffs[n], degree - n - 1);
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else if (coeffs[n] != 0)
printf("(%g) x^%d = 0\n", coeffs[n], degree - n - 1);
double tmp;
if (n > 0)
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coeffs[n] /= tmp; /* numerical errors less when the first
coefficient is "1" */
else
{
tmp = coeffs[0];
coeffs[0] = 1;
}
/* initialize root approximations with random values */
if (n < degree - 1)
{
s0[n] = (long double)rand() + (long double)rand() * I;
#if defined(DEBUG) || !defined(NDEBUG)
fprintf(log_file, "root_%d,", n);
#endif
}
}
#if defined(DEBUG) || !defined(NDEBUG)
fprintf(log_file, "avg. correction");
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fprintf(log_file, "\n0,");
for (n = 0; n < degree - 1; n++)
fprintf(log_file, "%s,", complex_str(s0[n]));
#endif
double tol_condition = 1;
unsigned long iter = 0;
clock_t end_time, start_time = clock();
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while (!check_termination(tol_condition) && iter < INT_MAX)
{
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long double complex delta = 0;
tol_condition = 0;
iter++;
#if defined(DEBUG) || !defined(NDEBUG)
fprintf(log_file, "\n%ld,", iter);
#endif
for (n = 0; n < degree - 1; n++)
{
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long double complex numerator =
poly_function(coeffs, degree, s0[n]);
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long double complex denominator = 1.0;
for (i = 0; i < degree - 1; i++)
if (i != n)
denominator *= s0[n] - s0[i];
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delta = numerator / denominator;
if (isnan(cabsl(delta)) || isinf(cabsl(delta)))
{
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printf("\n\nOverflow/underrun error - got value = %Lg",
cabsl(delta));
goto end;
}
s0[n] -= delta;
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tol_condition = fmaxl(tol_condition, fabsl(cabsl(delta)));
#if defined(DEBUG) || !defined(NDEBUG)
fprintf(log_file, "%s,", complex_str(s0[n]));
#endif
}
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// tol_condition /= (degree - 1);
#if defined(DEBUG) || !defined(NDEBUG)
if (iter % 500 == 0)
{
printf("Iter: %lu\t", iter);
for (n = 0; n < degree - 1; n++)
printf("\t%s", complex_str(s0[n]));
printf("\t\tabsolute average change: %.4g\n", tol_condition);
}
fprintf(log_file, "%.4g", tol_condition);
#endif
}
end:
end_time = clock();
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#if defined(DEBUG) || !defined(NDEBUG)
fclose(log_file);
#endif
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printf("\nIterations: %lu\n", iter);
for (n = 0; n < degree - 1; n++)
printf("\t%s\n", complex_str(s0[n]));
printf("absolute average change: %.4g\n", tol_condition);
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printf("Time taken: %.4g sec\n",
(end_time - start_time) / (double)CLOCKS_PER_SEC);
free(coeffs);
free(s0);
return 0;
}