cuda-samples/Samples/2_Concepts_and_Techniques/eigenvalues/gerschgorin.cpp

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2022-01-13 14:05:24 +08:00
/* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
2021-10-21 19:04:49 +08:00
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/* Computation of Gerschgorin interval for symmetric, tridiagonal matrix */
#include <cstdio>
#include <cstdlib>
#include <cmath>
#include <cfloat>
#include "util.h"
#include "gerschgorin.h"
////////////////////////////////////////////////////////////////////////////////
//! Compute Gerschgorin interval for symmetric, tridiagonal matrix
//! @param d diagonal elements
//! @param s superdiagonal elements
//! @param n size of matrix
//! @param lg lower limit of Gerschgorin interval
//! @param ug upper limit of Gerschgorin interval
////////////////////////////////////////////////////////////////////////////////
void computeGerschgorin(float *d, float *s, unsigned int n, float &lg,
float &ug) {
lg = FLT_MAX;
ug = -FLT_MAX;
// compute bounds
for (unsigned int i = 1; i < (n - 1); ++i) {
// sum over the absolute values of all elements of row i
float sum_abs_ni = fabsf(s[i - 1]) + fabsf(s[i]);
lg = min(lg, d[i] - sum_abs_ni);
ug = max(ug, d[i] + sum_abs_ni);
}
// first and last row, only one superdiagonal element
// first row
lg = min(lg, d[0] - fabsf(s[0]));
ug = max(ug, d[0] + fabsf(s[0]));
// last row
lg = min(lg, d[n - 1] - fabsf(s[n - 2]));
ug = max(ug, d[n - 1] + fabsf(s[n - 2]));
// increase interval to avoid side effects of fp arithmetic
float bnorm = max(fabsf(ug), fabsf(lg));
// these values depend on the implementation of floating count that is
// employed in the following
float psi_0 = 11 * FLT_EPSILON * bnorm;
float psi_n = 11 * FLT_EPSILON * bnorm;
lg = lg - bnorm * 2 * n * FLT_EPSILON - psi_0;
ug = ug + bnorm * 2 * n * FLT_EPSILON + psi_n;
ug = max(lg, ug);
}