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reimplement ExtendedMul interface to use kwargs
- Major reorganization - Add proper QuasiUpperTriangular support in ExtendedMul directy
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using LinearAlgebra: BlasInt | ||
using LinearAlgebra.BLAS | ||
import LinearAlgebra.BLAS: gemm!, @blasfunc, libblas | ||
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export _mul! | ||
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function gemm!(ta::Char, tb::Char, alpha::Float64, | ||
a::Union{Ref{Float64}, AbstractVecOrMat{Float64}}, ma::Int64, na::Int64, | ||
b::Union{Ref{Float64}, AbstractVecOrMat{Float64}}, nb::Int64, | ||
beta::Float64, c::Union{Ref{Float64}, AbstractVecOrMat{Float64}}) | ||
ccall((@blasfunc(dgemm_), libblas), Cvoid, | ||
(Ref{UInt8}, Ref{UInt8}, Ref{BlasInt}, Ref{BlasInt}, | ||
Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, Ref{BlasInt}, | ||
Ptr{Float64}, Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, | ||
Ref{BlasInt}), | ||
ta, tb, ma, nb, | ||
na, alpha, a, max(ma, 1), | ||
b, max(na, 1), beta, c, | ||
max(ma, 1)) | ||
end | ||
import LinearAlgebra.BLAS: @blasfunc, libblas | ||
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export unsafe_mul! | ||
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function ext_gemm!(ta::Char, tb::Char, ma::Int, nb::Int, na::Int, alpha, | ||
a::StridedVecOrMat{Float64}, b::StridedVecOrMat{Float64}, beta, | ||
c::StridedVecOrMat{Float64}, offset_a, offset_b, offset_c) | ||
lda = ndims(a) == 2 ? strides(a)[2] : ma | ||
ldb = ndims(b) == 2 ? strides(b)[2] : na | ||
ldc = ndims(c) == 2 ? strides(c)[2] : ma | ||
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# a * b, 3 methods (A_mul_B!) | ||
function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::AbstractVecOrMat{Float64}, offset_a::Int64, ma::Int64, na::Int64, | ||
b::AbstractVecOrMat{Float64}, offset_b::Int64, nb::Int64) | ||
gemm!('N', 'N', 1.0, Ref(a, offset_a), ma, na, Ref(b, offset_b), | ||
nb, 0.0, Ref(c, offset_c)) | ||
ccall((@blasfunc("dgemm_"), libblas), Cvoid, | ||
(Ref{UInt8}, Ref{UInt8}, Ref{BlasInt}, Ref{BlasInt}, Ref{BlasInt}, Ref{Float64}, | ||
Ptr{Float64}, Ref{BlasInt}, Ptr{Float64}, Ref{BlasInt}, Ref{Float64}, | ||
Ptr{Float64}, Ref{BlasInt}), ta, tb, ma, nb, na, alpha, Ref(a, offset_a), lda, | ||
Ref(b, offset_b), ldb, beta, Ref(c, offset_c), ldc) | ||
return c | ||
end | ||
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function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::AbstractVecOrMat{Float64}, offset_a::Int64, ma::Int64, na::Int64, | ||
b::AbstractVecOrMat{Float64}) | ||
nb = (ndims(b) > 1) ? size(b, 2) : 1 | ||
_mul!(c, offset_c, a, offset_a, ma, na, b, 1, nb) | ||
function unsafe_mul!(c::StridedVecOrMat, a::StridedVecOrMat, b::StridedVecOrMat; | ||
offset1::Int = 1, offset2::Int = 1, offset3::Int = 1, | ||
rows2::Int = size(a, 1), cols2::Int = size(a, 2), | ||
cols3::Int = size(b, 2)) | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
ext_gemm!('N', 'N', rows2, cols3, cols2, 1, a, b, 0, c, offset2, offset3, offset1) | ||
end | ||
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function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::AbstractVecOrMat{Float64}, | ||
b::AbstractVecOrMat{Float64}, offset_b::Int64, nb::Int64) | ||
ma = size(a, 1) | ||
na = (ndims(a) > 1) ? size(a, 2) : 1 | ||
_mul!(c, offset_c, a, 1, ma, na, b, offset_b, nb) | ||
function unsafe_mul!(c::StridedVecOrMat, a::StridedVecOrMat, | ||
bAdj::Adjoint{Float64, <:StridedVecOrMat}; offset1::Int = 1, | ||
offset2::Int = 1, offset3::Int = 1, rows2::Int = size(a, 1), | ||
cols2::Int = size(a, 2), cols3::Int = size(bAdj, 2)) | ||
b = bAdj.parent | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
ext_gemm!('N', 'T', rows2, cols3, cols2, 1, a, b, 0, c, offset2, offset3, offset1) | ||
end | ||
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# a' * b, 2 methods (At_mul_B!) | ||
function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::Adjoint{Float64}, offset_a::Int64, ma::Int64, na::Int64, | ||
b::AbstractVecOrMat{Float64}, offset_b::Int64, nb::Int64) | ||
ccall((@blasfunc(dgemm_), libblas), Cvoid, | ||
(Ref{UInt8}, Ref{UInt8}, Ref{BlasInt}, Ref{BlasInt}, | ||
Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, Ref{BlasInt}, | ||
Ptr{Float64}, Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, | ||
Ref{BlasInt}), | ||
'T', 'N', ma, nb, | ||
na, 1.0, Ref(a, offset_a), max(na, 1), | ||
Ref(b, offset_b), max(na, 1), 0.0, Ref(c, offset_c), | ||
max(ma, 1)) | ||
function unsafe_mul!(c::StridedVecOrMat, aAdj::Adjoint{Float64, <:StridedArray}, | ||
b::StridedVecOrMat; offset1::Int = 1, offset2::Int = 1, | ||
offset3::Int = 1, rows2::Int = size(aAdj, 1), | ||
cols2::Int = size(aAdj, 2), cols3::Int = size(b, 2)) | ||
a = aAdj.parent | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
ext_gemm!('T', 'N', rows2, cols3, cols2, 1, a, b, 0, c, offset2, offset3, offset1) | ||
end | ||
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function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::Adjoint{Float64}, | ||
b::AbstractVecOrMat{Float64}, offset_b::Int64, nb::Int64) | ||
na = size(a.parent, 1) | ||
ma = (ndims(a.parent) > 1) ? size(a.parent, 2) : 1 | ||
_mul!(c, offset_c, a, 1, ma, na, b, offset_b, nb) | ||
function unsafe_mul!(c::StridedVecOrMat, aAdj::Adjoint{Float64, <:StridedVecOrMat}, | ||
bAdj::Adjoint{Float64, <:StridedVecOrMat}; offset1::Int = 1, | ||
offset2::Int = 1, offset3::Int = 1, rows2::Int = size(aAdj, 1), | ||
cols2::Int = size(aAdj, 2), cols3::Int = size(bAdj, 2)) | ||
a = aAdj.parent | ||
b = bAdj.parent | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
ext_gemm!('T', 'T', rows2, cols3, cols2, 1, a, b, 0, c, offset2, offset3, offset1) | ||
end | ||
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# a * b', 2 methods (A_mul_Bt!) | ||
function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::AbstractVecOrMat{Float64}, offset_a::Int64, ma::Int64, na::Int64, | ||
b::Adjoint{Float64}, offset_b::Int64, nb::Int64) | ||
if typeof(b) <: Adjoint{Float64, QuasiUpperTriangular{Float64, Matrix{Float64}}} | ||
function blas_check(c, a, b, offset_c, offset_a, offset_b, ma, na, nb) | ||
@boundscheck begin | ||
# Make sure offset is a sane value | ||
@assert (length(a) >= offset_a >= 1) | ||
@assert (length(b) >= offset_b >= 1) | ||
@assert (length(c) >= offset_c >= 1) | ||
# Assert that there is enough data in each variable | ||
_mb = na | ||
@assert ma * na<=length(a) - offset_a + 1 "You're asking from A more than it has" | ||
@assert _mb * nb<=length(b) - offset_b + 1 "You're asking from B more than it has" | ||
@assert ma * nb<=length(c) - offset_c + 1 "You're assigning into C more than it can take" | ||
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#TODO: if A is a vector, ma is supplied and na is not. Do not default to na=1 | ||
end | ||
ccall((@blasfunc(dgemm_), libblas), Cvoid, | ||
(Ref{UInt8}, Ref{UInt8}, Ref{BlasInt}, Ref{BlasInt}, | ||
Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, Ref{BlasInt}, | ||
Ptr{Float64}, Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, | ||
Ref{BlasInt}), | ||
'N', 'T', ma, nb, | ||
na, 1.0, Ref(a, offset_a), max(ma, 1), | ||
Ref(b, offset_b), max(nb, 1), 0.0, Ref(c, offset_c), | ||
max(ma, 1)) | ||
end | ||
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function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::AbstractVecOrMat{Float64}, offset_a::Int64, ma::Int64, na::Int64, | ||
b::Adjoint{Float64}) | ||
nb = size(b.parent, 1) | ||
_mul!(c, offset_c, a, offset_a, ma, na, b, 1, nb) | ||
## QuasiUpperTriangular | ||
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# B = alpha*A*B such that A is triangular | ||
function ext_trmm!(side::Char, uplo::Char, ta::Char, diag::Char, mb::Int, nb::Int, alpha, | ||
a::StridedMatrix{Float64}, b::StridedVecOrMat{Float64}, offset_b) | ||
# intentionally assume the triangular data is not in vector form | ||
#TODO: Reconsider ma/na vs mb/nb. trmm docs usage might conflict a little with ours | ||
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# following trmm docs | ||
lda = uppercase(side) == 'L' ? mb : nb | ||
ldb = ndims(b) == 2 ? strides(b)[2] : mb | ||
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ccall((@blasfunc("dtrmm_"), libblas), Cvoid, | ||
(Ref{UInt8}, Ref{UInt8}, Ref{UInt8}, Ref{UInt8}, Ref{BlasInt}, Ref{BlasInt}, | ||
Ref{Float64}, Ptr{Float64}, Ref{BlasInt}, Ptr{Float64}, Ref{BlasInt}), side, | ||
uplo, ta, diag, mb, nb, alpha, a, lda, Ref(b, offset_b), ldb) | ||
return b | ||
end | ||
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# a' * b', 1 method (At_mul_Bt!) | ||
function _mul!(c::AbstractVecOrMat{Float64}, offset_c::Int64, | ||
a::Adjoint{Float64}, offset_a::Int64, ma::Int64, na::Int64, | ||
b::Adjoint{Float64}, offset_b::Int64, nb::Int64) | ||
ccall((@blasfunc(dgemm_), libblas), Cvoid, | ||
(Ref{UInt8}, Ref{UInt8}, Ref{BlasInt}, Ref{BlasInt}, | ||
Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, Ref{BlasInt}, | ||
Ptr{Float64}, Ref{BlasInt}, Ref{Float64}, Ptr{Float64}, | ||
Ref{BlasInt}), | ||
'T', 'T', ma, nb, | ||
na, 1.0, Ref(a, offset_a), max(na, 1), | ||
Ref(b, offset_b), max(ma, 1), 0.0, Ref(c, offset_c), | ||
max(ma, 1)) | ||
# A is QuasiUpper | ||
function unsafe_mul!(c::StridedVecOrMat, a::QuasiUpperTriangular, b::StridedVecOrMat; | ||
offset1::Int = 1, offset2::Int = 1, offset3::Int = 1, | ||
rows2::Int = size(a, 1), cols2::Int = size(a, 2), | ||
cols3::Int = size(b, 2)) | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
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rows3 = cols2 | ||
copyto!(c, offset1, b, offset3, rows3 * cols3) | ||
alpha = 1.0 | ||
ext_trmm!('L', 'U', 'N', 'N', rows3, cols3, alpha, a.data, c, offset1) | ||
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@inbounds for i in 2:rows2 | ||
x = a[i, i - 1] | ||
indb = offset3 | ||
indc = offset1 + 1 | ||
@simd for j in 1:cols3 | ||
c[indc] += x * b[indb] | ||
indb += rows2 | ||
indc += rows2 | ||
end | ||
end | ||
end | ||
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# B is QuasiUpper | ||
function unsafe_mul!(c::StridedVecOrMat, a::StridedVecOrMat, b::QuasiUpperTriangular; | ||
offset1::Int = 1, offset2::Int = 1, offset3::Int = 1, | ||
rows2::Int = size(a, 1), cols2::Int = size(a, 2), | ||
cols3::Int = size(b, 2)) | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
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copyto!(c, offset1, a, offset2, rows2 * cols2) | ||
alpha = 1.0 | ||
ext_trmm!('R', 'U', 'N', 'N', rows2, cols2, alpha, b.data, c, offset1) | ||
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inda = offset2 + rows2 | ||
indc = offset1 | ||
@inbounds for i in 2:cols2 | ||
x = b[i, i - 1] | ||
@simd for j in 1:rows2 | ||
c[indc] += x * a[inda] | ||
inda += 1 | ||
indc += 1 | ||
end | ||
end | ||
end | ||
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# B is an Adjoint of QuasiUpper | ||
function unsafe_mul!(c::StridedVecOrMat, a::StridedVecOrMat, | ||
bAdj::Adjoint{Float64, <:QuasiUpperTriangular}; offset1::Int = 1, | ||
offset2::Int = 1, offset3::Int = 1, rows2::Int = size(a, 1), | ||
cols2::Int = size(a, 2), cols3::Int = size(bAdj, 2)) | ||
b = bAdj.parent | ||
blas_check(c, a, b, offset1, offset2, offset3, rows2, cols2, cols3) | ||
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copyto!(c, offset1, a, offset2, rows2 * cols2) | ||
alpha = 1.0 | ||
ext_trmm!('R', 'U', 'T', 'N', rows2, cols2, alpha, b.data, c, offset1) | ||
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inda = offset2 | ||
indc = offset1 + rows2 | ||
@inbounds for j in 2:cols2 | ||
x = alpha * b[j, j - 1] | ||
@simd for i in 1:rows2 | ||
c[indc] += x * a[inda] | ||
inda += 1 | ||
indc += 1 | ||
end | ||
end | ||
c | ||
end |
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