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86 changes: 86 additions & 0 deletions src/bidiag.jl
Original file line number Diff line number Diff line change
Expand Up @@ -1467,6 +1467,92 @@ function inv(B::Bidiagonal{T}) where T
return B.uplo == 'U' ? UpperTriangular(dest) : LowerTriangular(dest)
end

# cholesky-version for (sym)tridiagonal matrices
function _chol!(A::Bidiagonal{<:BlasFloat,<:StridedVector}, ::Type{UpperTriangular})
d = real(A.dv)
e = A.ev
dv, ev = LAPACK.pttrf!(d, e)
for k in eachindex(dv)
Akk = dv[k]
Akk, info = _chol!(Akk, UpperTriangular)
if info != 0
return UpperTriangular(A), convert(BlasInt, k)
end
dv[k] = Akk
end
@views ev .*= dv[1:end-1]
U = Bidiagonal(dv, ev, :U)
return UpperTriangular(U), convert(BlasInt, 0)
end
function _chol!(A::Bidiagonal, ::Type{UpperTriangular})
require_one_based_indexing(A)
n = checksquare(A)
realdiag = eltype(A) <: Complex
dv = A.dv
ev = A.ev
@inbounds begin
for k = 1:n
Akk = realdiag ? real(dv[k]) : dv[k]
if k > 1
Akk -= realdiag ? abs2(ev[k-1]) : ev[k-1]'ev[k-1]
end
dv[k] = Akk
Akk, info = _chol!(Akk, UpperTriangular)
if info != 0
return UpperTriangular(A), convert(BlasInt, k)
end
dv[k] = Akk
AkkInv = inv(copy(Akk'))
if k < n
ev[k] = AkkInv*ev[k]
end
end
end
return UpperTriangular(A), convert(BlasInt, 0)
end
function _chol!(A::Bidiagonal{<:BlasFloat,<:StridedVector}, ::Type{LowerTriangular})
d = real(A.dv)
e = A.ev
dv, ev = LAPACK.pttrf!(d, e)
for k in eachindex(dv)
Akk = dv[k]
Akk, info = _chol!(Akk, LowerTriangular)
if info != 0
return LowerTriangular(A), convert(BlasInt, k)
end
dv[k] = Akk
end
@views ev .*= dv[1:end-1]
L = Bidiagonal(dv, ev, :L)
return LowerTriangular(L), convert(BlasInt, 0)
end
function _chol!(A::Bidiagonal, ::Type{LowerTriangular})
require_one_based_indexing(A)
n = checksquare(A)
realdiag = eltype(A) <: Complex
dv = A.dv
ev = A.ev
@inbounds begin
for k = 1:n
Akk = realdiag ? real(dv[k]) : dv[k]
if k > 1
Akk -= realdiag ? abs2(ev[k-1]) : ev[k-1]*ev[k-1]'
end
dv[k] = Akk
Akk, info = _chol!(Akk, LowerTriangular)
if info != 0
return LowerTriangular(A), convert(BlasInt, k)
end
dv[k] = Akk
AkkInv = inv(copy(Akk'))
if k < n
ev[k] *= AkkInv
end
end
end
return LowerTriangular(A), convert(BlasInt, 0)
end

# Eigensystems
eigvals(M::Bidiagonal) = copy(M.dv)
function eigvecs(M::Bidiagonal{T}) where T
Expand Down
4 changes: 2 additions & 2 deletions src/special.jl
Original file line number Diff line number Diff line change
Expand Up @@ -605,8 +605,8 @@ function _hvcat(rows::Tuple{Vararg{Int}}, A::Union{AbstractArray,AbstractQ,Unifo
end
end

# factorizations
function cholesky(S::RealHermSymComplexHerm{<:Real,<:SymTridiagonal}, ::NoPivot = NoPivot(); check::Bool = true)
# tridiagonal cholesky factorization
function cholesky(S::RealSymHermitian{<:BiTriSym}, ::NoPivot = NoPivot(); check::Bool = true)
T = choltype(S)
B = Bidiagonal{T}(diag(S, 0), diag(S, S.uplo == 'U' ? 1 : -1), sym_uplo(S.uplo))
cholesky!(Hermitian(B, sym_uplo(S.uplo)), NoPivot(); check = check)
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2 changes: 1 addition & 1 deletion src/tridiag.jl
Original file line number Diff line number Diff line change
Expand Up @@ -1039,7 +1039,7 @@ function dot(x::AbstractVector, A::Tridiagonal, y::AbstractVector)
return r
end

function cholesky(S::SymTridiagonal, ::NoPivot = NoPivot(); check::Bool = true)
function cholesky(S::Union{SymTridiagonal,Tridiagonal}, ::NoPivot = NoPivot(); check::Bool = true)
if !ishermitian(S)
check && checkpositivedefinite(-1)
return Cholesky(S, 'U', convert(BlasInt, -1))
Expand Down
34 changes: 31 additions & 3 deletions test/cholesky.jl
Original file line number Diff line number Diff line change
Expand Up @@ -492,9 +492,37 @@ end
end

@testset "Cholesky for AbstractMatrix" begin
S = SymTridiagonal(fill(2.0, 4), ones(3))
C = cholesky(S)
@test C.L * C.U ≈ S
for T in (identity, big), M in (SymTridiagonal(fill(T(2.0), 4), ones(3)),
Symmetric(SymTridiagonal(fill(T(2.0), 4), ones(3)), :U),
Symmetric(SymTridiagonal(fill(T(2.0), 4), ones(3)), :L),
Tridiagonal(ones(3), fill(T(2.0), 4), ones(3)),
Hermitian(Tridiagonal(ones(3), fill(T(2.0), 4), ones(3)), :U),
Hermitian(Bidiagonal(fill(T(2.0), 4), ones(3), :U), :U),
Hermitian(Bidiagonal(fill(T(2.0), 4), ones(3), :U), :L),
Hermitian(Bidiagonal(fill(T(2.0), 4), ones(3), :L), :L),
)
C = cholesky(M)
@test C.L * C.U ≈ M
@test parent(C.U) isa Bidiagonal
end
for T in (identity, big), M in (SymTridiagonal(fill(T(-2.0), 4), ones(3)),
Symmetric(SymTridiagonal(fill(T(-2.0), 4), ones(3)), :U),
Symmetric(SymTridiagonal(fill(T(-2.0), 4), ones(3)), :L),
Tridiagonal(ones(3), fill(T(-2.0), 4), ones(3)),
Hermitian(Tridiagonal(ones(3), fill(T(-2.0), 4), ones(3)), :U),
Hermitian(Bidiagonal(fill(T(-2.0), 4), ones(3), :U), :U),
)
@test_throws (T == identity ? LAPACKException : PosDefException) cholesky(M)
end
# test LowerTriangular version
M = Hermitian(Bidiagonal(fill(2.0, 4), im * ones(3), :L), :L)
C = cholesky!(copy(M))
@test C.L * C.U ≈ M
# non-(RealOrComplex) eltype
A = Tridiagonal(randn(Quaternion{Float64}, 4, 4) |> t -> t't)
C = cholesky(A)
@test C.L * C.U ≈ A
@test parent(C.U) isa Bidiagonal
end

@testset "constructor with non-BlasInt arguments" begin
Expand Down