using IntervalArithmetic IntervalArithmetic.setrounding(Interval, :tight) IntervalArithmetic.setformat(sigfigs=12) function fma_SOS_thr!(result::AbstractVector{T}, pm::AbstractMatrix{<:Integer}, Q::AbstractMatrix{T}, acc_matrix=zeros(T, size(pm)...)) where T s1, s2 = size(pm) @inbounds for k in 1:s2 let k=k, s1=s1, s2=s2, Q=Q, acc_matrix=acc_matrix Threads.@threads for j in 1:s2 for i in 1:s1 @inbounds acc_matrix[i,j] = muladd(Q[i, k], Q[j, k], acc_matrix[i,j]) end end end end @inbounds for j in 1:s2 for i in 1:s1 result[pm[i,j]] += acc_matrix[i,j] end end return result end function compute_SOS(pm::AbstractMatrix{<:Integer}, Q::AbstractMatrix) result = zeros(eltype(Q), maximum(pm)); return fma_SOS_thr!(result, pm, Q) end function compute_SOS(RG::GroupRing, Q::AbstractMatrix{<:Real}) result = compute_SOS(RG.pm, Q) return GroupRingElem(result, RG) end function compute_SOS_square(pm::AbstractMatrix{<:Integer}, Q::AbstractMatrix{<:Real}) result = zeros(eltype(Q), maximum(pm)); for i in 1:size(Q,2) GroupRings.fmac!(result, view(Q,:,i), view(Q,:,i), pm) end return result end function compute_SOS_square(RG::GroupRing, Q::AbstractMatrix{<:Real}) return GroupRingElem(compute_SOS_square(RG.pm, Q), RG) end function augIdproj(Q::AbstractMatrix{T}) where {T<:Real} result = zeros(size(Q)) l = size(Q, 2) Threads.@threads for j in 1:l col = sum(view(Q, :,j))/l for i in 1:size(Q, 1) result[i,j] = Q[i,j] - col end end return result end function augIdproj(::Type{Interval}, Q::AbstractMatrix{T}) where {T<:Real} result = zeros(Interval{T}, size(Q)) l = size(Q, 2) Threads.@threads for j in 1:l col = sum(view(Q, :,j))/l for i in 1:size(Q, 1) result[i,j] = @interval(Q[i,j] - col) end end check = all([zero(T) in sum(view(result, :, i)) for i in 1:size(result, 2)]) return result, check end