using IntervalArithmetic IntervalArithmetic.setrounding(Interval, :tight) IntervalArithmetic.setformat(sigfigs=12) function compute_SOS(pm::AbstractMatrix{<:Integer}, Q::AbstractMatrix{<:Real}) thr_count = Threads.nthreads() d, r = divrem(size(Q,2), thr_count) batch_result = [zeros(eltype(Q), maximum(pm)) for _ in 1:thr_count] Threads.@threads for k in 1:Threads.nthreads() for i in 1:d idx = d*(k-1)+i GroupRings.fmac!(batch_result[k], view(Q,:,idx), view(Q,:,idx), pm) end end result = sum(batch_result) for idx in thr_count*d+1:(thr_count*d + r) GroupRings.fmac!(result, view(Q,:,idx), view(Q,:,idx), pm) end return result end function compute_SOS(RG::GroupRing, Q::AbstractMatrix) result = compute_SOS(RG.pm, Q) return GroupRingElem(result, RG) end function augIdproj(Q::AbstractMatrix{<: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