// 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=%v, 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(n, blas64.Vector{Data: p.Data[j:], Inc: p.Stride}, blas64.Vector{Data: p.Data[int(scale[j]):], Inc: p.Stride}) } for j := 0; j < ilo; j++ { blas64.Swap(n, blas64.Vector{Data: p.Data[j:], Inc: p.Stride}, blas64.Vector{Data: p.Data[int(scale[j]):], Inc: p.Stride}) } // Compute P^T*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) } }