File: spectral_radius.cu

package info (click to toggle)
python-escript 5.0-3
  • links: PTS, VCS
  • area: main
  • in suites: stretch
  • size: 87,772 kB
  • ctags: 49,550
  • sloc: python: 585,488; cpp: 133,173; ansic: 18,675; xml: 3,283; sh: 690; makefile: 215
file content (53 lines) | stat: -rw-r--r-- 2,264 bytes parent folder | download | duplicates (4)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
#include <unittest/unittest.h>

#include <cusp/detail/spectral_radius.h>
#include <cusp/krylov/arnoldi.h>

#include <cusp/gallery/poisson.h>
#include <cusp/csr_matrix.h>
#include <cusp/array2d.h>

template <class MemorySpace>
void TestEstimateSpectralRadius(void)
{
    // 2x2 diagonal matrix
    {
        cusp::csr_matrix<int, float, MemorySpace> A(2,2,2);
        A.row_offsets[0] = 0;
        A.row_offsets[1] = 1;
        A.row_offsets[2] = 2;
        A.column_indices[0] = 0;
        A.column_indices[1] = 1;
        A.values[0] = -5;
        A.values[1] =  2;
        float rho = 5.0;
        ASSERT_EQUAL((std::abs(cusp::detail::estimate_spectral_radius(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::ritz_spectral_radius(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::ritz_spectral_radius_symmetric(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::disks_spectral_radius(A) - rho) / rho) < 0.1f, true);
    }

    // 2x2 Poisson problem
    {
        cusp::csr_matrix<int, float, MemorySpace> A; cusp::gallery::poisson5pt(A, 2, 2); 
        float rho = 6.0;
        ASSERT_EQUAL((std::abs(cusp::detail::estimate_spectral_radius(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::ritz_spectral_radius(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::ritz_spectral_radius_symmetric(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::disks_spectral_radius(A) - rho) / rho) < 0.1f, true);
    }

    // 4x4 Poisson problem
    {
        cusp::csr_matrix<int, float, MemorySpace> A; cusp::gallery::poisson5pt(A, 4, 4); 
        float rho = 7.2360679774997871;
        ASSERT_EQUAL((std::abs(cusp::detail::estimate_spectral_radius(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::ritz_spectral_radius(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::ritz_spectral_radius_symmetric(A) - rho) / rho) < 0.1f, true);
        ASSERT_EQUAL((std::abs(cusp::detail::disks_spectral_radius(A) - rho) / rho) < 0.11f, true);
    }

    // TODO test larger sizes and non-symmetric matrices
}
DECLARE_HOST_DEVICE_UNITTEST(TestEstimateSpectralRadius);