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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174
|
// Copyright ©2016 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 (
"fmt"
"testing"
"golang.org/x/exp/rand"
"gonum.org/v1/gonum/blas"
"gonum.org/v1/gonum/blas/blas64"
"gonum.org/v1/gonum/lapack"
)
type Dgebaler interface {
Dgebal(job lapack.BalanceJob, n int, a []float64, lda int, scale []float64) (int, int)
}
func DgebalTest(t *testing.T, impl Dgebaler) {
rnd := rand.New(rand.NewSource(1))
for _, job := range []lapack.BalanceJob{lapack.BalanceNone, lapack.Permute, lapack.Scale, lapack.PermuteScale} {
for _, n := range []int{0, 1, 2, 3, 4, 5, 6, 10, 18, 31, 53, 100} {
for _, extra := range []int{0, 11} {
for cas := 0; cas < 100; cas++ {
a := unbalancedSparseGeneral(n, n, n+extra, 2*n, rnd)
testDgebal(t, impl, job, a)
}
}
}
}
}
func testDgebal(t *testing.T, impl Dgebaler, job lapack.BalanceJob, a blas64.General) {
const tol = 1e-14
n := a.Rows
extra := a.Stride - n
var scale []float64
if n > 0 {
scale = nanSlice(n)
}
want := cloneGeneral(a)
ilo, ihi := impl.Dgebal(job, n, a.Data, a.Stride, scale)
prefix := fmt.Sprintf("Case job=%c, n=%v, extra=%v", job, n, extra)
if !generalOutsideAllNaN(a) {
t.Errorf("%v: out-of-range write to A\n%v", prefix, a.Data)
}
if n == 0 {
if ilo != 0 {
t.Errorf("%v: unexpected ilo when n=0. Want 0, got %v", prefix, ilo)
}
if ihi != -1 {
t.Errorf("%v: unexpected ihi when n=0. Want -1, got %v", prefix, ihi)
}
return
}
if job == lapack.BalanceNone {
if ilo != 0 {
t.Errorf("%v: unexpected ilo when job=BalanceNone. Want 0, got %v", prefix, ilo)
}
if ihi != n-1 {
t.Errorf("%v: unexpected ihi when job=BalanceNone. Want %v, got %v", prefix, n-1, ihi)
}
k := -1
for i := range scale {
if scale[i] != 1 {
k = i
break
}
}
if k != -1 {
t.Errorf("%v: unexpected scale[%v] when job=BalanceNone. Want 1, got %v", prefix, k, scale[k])
}
if !equalApproxGeneral(a, want, 0) {
t.Errorf("%v: unexpected modification of A when job=BalanceNone", prefix)
}
return
}
if ilo < 0 || ihi < ilo || n <= ihi {
t.Errorf("%v: invalid ordering of ilo=%v and ihi=%v", prefix, ilo, ihi)
}
if ilo >= 2 && !isUpperTriangular(blas64.General{Rows: ilo - 1, Cols: ilo - 1, Data: a.Data, Stride: a.Stride}) {
t.Errorf("%v: T1 is not upper triangular", prefix)
}
m := n - ihi - 1 // Order of T2.
k := ihi + 1
if m >= 2 && !isUpperTriangular(blas64.General{Rows: m, Cols: m, Data: a.Data[k*a.Stride+k:], Stride: a.Stride}) {
t.Errorf("%v: T2 is not upper triangular", prefix)
}
if job == lapack.Permute || job == lapack.PermuteScale {
// Check that all rows in [ilo:ihi+1] have at least one nonzero
// off-diagonal element.
zeroRow := -1
for i := ilo; i <= ihi; i++ {
onlyZeros := true
for j := ilo; j <= ihi; j++ {
if i != j && a.Data[i*a.Stride+j] != 0 {
onlyZeros = false
break
}
}
if onlyZeros {
zeroRow = i
break
}
}
if zeroRow != -1 && ilo != ihi {
t.Errorf("%v: row %v has only zero off-diagonal elements, ilo=%v, ihi=%v", prefix, zeroRow, ilo, ihi)
}
// Check that all columns in [ilo:ihi+1] have at least one nonzero
// off-diagonal element.
zeroCol := -1
for j := ilo; j <= ihi; j++ {
onlyZeros := true
for i := ilo; i <= ihi; i++ {
if i != j && a.Data[i*a.Stride+j] != 0 {
onlyZeros = false
break
}
}
if onlyZeros {
zeroCol = j
break
}
}
if zeroCol != -1 && ilo != ihi {
t.Errorf("%v: column %v has only zero off-diagonal elements, ilo=%v, ihi=%v", prefix, zeroCol, ilo, ihi)
}
// Create the permutation matrix P.
p := eye(n, n)
for j := n - 1; j > ihi; j-- {
blas64.Swap(blas64.Vector{N: n, Data: p.Data[j:], Inc: p.Stride},
blas64.Vector{N: n, Data: p.Data[int(scale[j]):], Inc: p.Stride})
}
for j := 0; j < ilo; j++ {
blas64.Swap(blas64.Vector{N: n, Data: p.Data[j:], Inc: p.Stride},
blas64.Vector{N: n, Data: p.Data[int(scale[j]):], Inc: p.Stride})
}
// Compute Pᵀ*A*P and store into want.
ap := zeros(n, n, n)
blas64.Gemm(blas.NoTrans, blas.NoTrans, 1, want, p, 0, ap)
blas64.Gemm(blas.Trans, blas.NoTrans, 1, p, ap, 0, want)
}
if job == lapack.Scale || job == lapack.PermuteScale {
// Modify want by D and D^{-1}.
d := eye(n, n)
dinv := eye(n, n)
for i := ilo; i <= ihi; i++ {
d.Data[i*d.Stride+i] = scale[i]
dinv.Data[i*dinv.Stride+i] = 1 / scale[i]
}
ad := zeros(n, n, n)
blas64.Gemm(blas.NoTrans, blas.NoTrans, 1, want, d, 0, ad)
blas64.Gemm(blas.NoTrans, blas.NoTrans, 1, dinv, ad, 0, want)
}
if !equalApproxGeneral(want, a, tol) {
t.Errorf("%v: unexpected value of A, ilo=%v, ihi=%v", prefix, ilo, ihi)
}
}
|