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 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158
|
// Copyright ©2015 The Gonum Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
package testlapack
import (
"log"
"testing"
"golang.org/x/exp/rand"
"gonum.org/v1/gonum/blas"
"gonum.org/v1/gonum/blas/blas64"
"gonum.org/v1/gonum/floats/scalar"
"gonum.org/v1/gonum/lapack"
)
type Dpoconer interface {
Dpotrfer
Dgeconer
Dlansy(norm lapack.MatrixNorm, uplo blas.Uplo, n int, a []float64, lda int, work []float64) float64
Dpocon(uplo blas.Uplo, n int, a []float64, lda int, anorm float64, work []float64, iwork []int) float64
}
func DpoconTest(t *testing.T, impl Dpoconer) {
for _, test := range []struct {
a []float64
n int
cond float64
uplo blas.Uplo
}{
{
a: []float64{
89, 59, 77,
0, 107, 59,
0, 0, 89,
},
uplo: blas.Upper,
n: 3,
cond: 0.050052137643379,
},
{
a: []float64{
89, 0, 0,
59, 107, 0,
77, 59, 89,
},
uplo: blas.Lower,
n: 3,
cond: 0.050052137643379,
},
// Dgecon does not match Dpocon for this case. https://github.com/xianyi/OpenBLAS/issues/664.
{
a: []float64{
2.9995576045549965, -2.0898894566158663, 3.965560740124006,
0, 1.9634729526261008, -2.8681002706874104,
0, 0, 5.502416670471008,
},
uplo: blas.Upper,
n: 3,
cond: 0.024054837369015203,
},
} {
n := test.n
a := make([]float64, len(test.a))
copy(a, test.a)
lda := n
uplo := test.uplo
work := make([]float64, 3*n)
anorm := impl.Dlansy(lapack.MaxColumnSum, uplo, n, a, lda, work)
// Compute cholesky decomposition
ok := impl.Dpotrf(uplo, n, a, lda)
if !ok {
t.Errorf("Bad test, matrix not positive definite")
continue
}
iwork := make([]int, n)
cond := impl.Dpocon(uplo, n, a, lda, anorm, work, iwork)
// Error if not the same order, otherwise log the difference.
if !scalar.EqualWithinAbsOrRel(cond, test.cond, 1e0, 1e0) {
t.Errorf("Cond mismatch. Want %v, got %v.", test.cond, cond)
} else if !scalar.EqualWithinAbsOrRel(cond, test.cond, 1e-14, 1e-14) {
log.Printf("Dpocon cond mismatch. Want %v, got %v.", test.cond, cond)
}
}
rnd := rand.New(rand.NewSource(1))
bi := blas64.Implementation()
// Randomized tests compared against Dgecon.
for _, uplo := range []blas.Uplo{blas.Lower, blas.Upper} {
for _, test := range []struct {
n, lda int
}{
{3, 0},
{3, 5},
} {
for trial := 0; trial < 100; trial++ {
n := test.n
lda := test.lda
if lda == 0 {
lda = n
}
a := make([]float64, n*lda)
for i := range a {
a[i] = rnd.NormFloat64()
}
// Multiply a by itself to make it symmetric positive definite.
aCopy := make([]float64, len(a))
copy(aCopy, a)
bi.Dgemm(blas.Trans, blas.NoTrans, n, n, n, 1, aCopy, lda, aCopy, lda, 0, a, lda)
aDat := make([]float64, len(aCopy))
copy(aDat, a)
aDense := make([]float64, len(a))
if uplo == blas.Upper {
for i := 0; i < n; i++ {
for j := i; j < n; j++ {
v := a[i*lda+j]
aDense[i*lda+j] = v
aDense[j*lda+i] = v
}
}
} else {
for i := 0; i < n; i++ {
for j := 0; j <= i; j++ {
v := a[i*lda+j]
aDense[i*lda+j] = v
aDense[j*lda+i] = v
}
}
}
work := make([]float64, 4*n)
iwork := make([]int, n)
anorm := impl.Dlansy(lapack.MaxColumnSum, uplo, n, a, lda, work)
ok := impl.Dpotrf(uplo, n, a, lda)
if !ok {
t.Errorf("Bad test, matrix not positive definite")
continue
}
got := impl.Dpocon(uplo, n, a, lda, anorm, work, iwork)
denseNorm := impl.Dlange(lapack.MaxColumnSum, n, n, aDense, lda, work)
ipiv := make([]int, n)
impl.Dgetrf(n, n, aDense, lda, ipiv)
want := impl.Dgecon(lapack.MaxColumnSum, n, aDense, lda, denseNorm, work, iwork)
// Error if not the same order, otherwise log the difference.
if !scalar.EqualWithinAbsOrRel(want, got, 1e0, 1e0) {
t.Errorf("Dpocon and Dgecon mismatch. Dpocon %v, Dgecon %v.", got, want)
} else if !scalar.EqualWithinAbsOrRel(want, got, 1e-14, 1e-14) {
log.Printf("Dpocon and Dgecon mismatch. Dpocon %v, Dgecon %v.", got, want)
}
}
}
}
}
|