2017-03-13 14:49:55 +01:00
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import Base: rationalize
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2017-06-25 09:28:44 +02:00
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using IntervalArithmetic
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2017-07-26 12:58:39 +02:00
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IntervalArithmetic.setrounding(Interval, :tight)
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2017-10-27 18:25:13 +02:00
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IntervalArithmetic.setformat(sigfigs=12)
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2017-06-25 09:28:44 +02:00
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import IntervalArithmetic.±
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2017-03-14 23:34:47 +01:00
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2017-06-25 09:31:52 +02:00
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function (±){T<:Number}(X::AbstractArray{T}, tol::Real)
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r{T}(x::T) = (x == zero(T)? @interval(0) : x ± tol)
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return r.(X)
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end
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(±)(X::GroupRingElem, tol::Real) = GroupRingElem(X.coeffs ± tol, parent(X))
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function Base.rationalize{T<:Integer, S<:Real}(::Type{T},
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X::AbstractArray{S}; tol::Real=eps(eltype(X)))
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r(x) = rationalize(T, x, tol=tol)
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return r.(X)
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end
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ℚ(x, tol::Real) = rationalize(BigInt, x, tol=tol)
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2017-07-21 17:11:25 +02:00
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EOI{T<:Number}(Δ::GroupRingElem{T}, λ::T) = Δ*Δ - λ*Δ
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2017-03-13 14:49:55 +01:00
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2017-08-04 20:33:02 +02:00
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function groupring_square(vect::AbstractVector, l, pm)
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zzz = zeros(eltype(vect), l)
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2017-07-21 17:11:58 +02:00
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zzz[1:length(vect)] .= vect
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2017-08-04 20:33:02 +02:00
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return GroupRings.mul!(similar(zzz), zzz, zzz, pm)
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2017-03-13 14:49:55 +01:00
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end
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2017-10-27 18:29:19 +02:00
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function compute_SOS(Q::AbstractArray, pm::Array{Int,2}, l::Int)
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n = size(Q,2)
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2017-03-14 16:40:35 +01:00
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2017-10-27 18:29:19 +02:00
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# result = zeros(eltype(Q), l)
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2017-10-09 18:08:22 +02:00
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# for i in 1:n
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2017-10-27 18:29:19 +02:00
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# result .+= groupring_square(view(Q,:,i), l, pm)
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2017-08-27 18:30:49 +02:00
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# end
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2017-10-09 18:08:22 +02:00
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@everywhere groupring_square = PropertyT.groupring_square
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result = @parallel (+) for i in 1:n
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2017-10-27 18:29:19 +02:00
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print(" $i")
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groupring_square(view(Q,:,i), l, pm)
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2017-10-09 18:08:22 +02:00
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end
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2017-10-27 18:29:19 +02:00
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return result
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2017-03-13 14:49:55 +01:00
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end
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2017-08-27 18:46:31 +02:00
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function correct_to_augmentation_ideal{T<:Rational}(sqrt_matrix::Array{T,2})
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2017-08-04 15:30:12 +02:00
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l = size(sqrt_matrix, 2)
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2017-08-27 18:46:31 +02:00
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sqrt_corrected = Array{Interval{Float64}}(l,l)
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2017-08-04 15:30:12 +02:00
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Threads.@threads for j in 1:l
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col = sum(view(sqrt_matrix, :,j))//l
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for i in 1:l
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2017-08-27 18:46:31 +02:00
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sqrt_corrected[i,j] = (Float64(sqrt_matrix[i,j]) - Float64(col)) ± eps(0.0)
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2017-08-04 15:30:12 +02:00
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end
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end
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return sqrt_corrected
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2017-03-13 14:49:55 +01:00
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end
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2017-10-27 18:30:59 +02:00
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function distance_to_cone{S<:Interval}(elt::GroupRingElem, Q::AbstractArray{S,2}, wlen::Int)
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SOS = compute_SOS(Q, parent(elt), length(elt.coeffs))
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SOS_diff = elt - SOS
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2017-03-13 14:49:55 +01:00
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2017-10-27 18:30:59 +02:00
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ɛ_dist = GroupRings.augmentation(SOS_diff)
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info(logger, "ɛ(∑ξᵢ*ξᵢ) ∈ $(ɛ_dist)")
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2017-03-15 17:51:13 +01:00
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2017-10-27 18:30:59 +02:00
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eoi_SOS_L1_dist = norm(SOS_diff,1)
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info(logger, "‖Δ² - λΔ - ∑ξᵢ*ξᵢ‖₁ ∈ $(eoi_SOS_L1_dist)")
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2017-03-13 14:49:55 +01:00
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2017-10-27 18:30:59 +02:00
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dist = 2^(wlen-1)*eoi_SOS_L1_dist
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return dist
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2017-03-13 14:49:55 +01:00
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end
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2017-10-27 18:30:59 +02:00
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function distance_to_cone{T}(elt::GroupRingElem, Q::AbstractArray{T,2}, wlen::Int)
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SOS = compute_SOS(Q, parent(elt), length(elt.coeffs))
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SOS_diff = elt - SOS
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2017-03-14 23:35:52 +01:00
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2017-10-27 18:30:59 +02:00
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ɛ_dist = GroupRings.augmentation(SOS_diff)
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info(logger, "ɛ(Δ² - λΔ - ∑ξᵢ*ξᵢ) ≈ $(@sprintf("%.10f", ɛ_dist))")
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2017-03-14 23:35:52 +01:00
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2017-10-27 18:30:59 +02:00
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eoi_SOS_L1_dist = norm(SOS_diff,1)
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info(logger, "‖Δ² - λΔ - ∑ξᵢ*ξᵢ‖₁ ≈ $(@sprintf("%.10f", eoi_SOS_L1_dist))")
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dist = 2^(wlen-1)*eoi_SOS_L1_dist
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return dist
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end
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2017-03-15 17:51:13 +01:00
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2017-03-14 23:35:52 +01:00
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end
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2017-03-13 14:49:55 +01:00
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2017-08-04 20:36:25 +02:00
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function rationalize_and_project{T}(Q::AbstractArray{T}, δ::T, logger)
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info(logger, "")
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2017-08-27 18:50:56 +02:00
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info(logger, "Rationalizing with accuracy $δ")
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2017-10-09 18:06:29 +02:00
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t = @timed Q = ℚ(Q, δ)
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2017-08-04 20:36:25 +02:00
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info(logger, timed_msg(t))
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info(logger, "Projecting columns of the rationalized Q to the augmentation ideal...")
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2017-10-09 18:06:29 +02:00
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t = @timed Q = correct_to_augmentation_ideal(Q)
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2017-08-04 20:36:25 +02:00
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info(logger, timed_msg(t))
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2017-08-27 18:50:56 +02:00
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info(logger, "Checking that sum of every column contains 0.0... ")
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2017-10-09 18:06:29 +02:00
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check = all([0.0 in sum(view(Q, :, i)) for i in 1:size(Q, 2)])
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2017-08-27 18:50:56 +02:00
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info(logger, (check? "They do." : "FAILED!"))
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2017-08-27 18:46:31 +02:00
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@assert check
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2017-08-04 20:36:25 +02:00
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2017-10-09 18:06:29 +02:00
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return Q
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2017-08-04 20:36:25 +02:00
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end
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2017-06-22 11:56:46 +02:00
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function check_distance_to_positive_cone(Δ::GroupRingElem, λ, Q, wlen;
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2017-07-05 13:03:25 +02:00
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tol=1e-14, rational=false)
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2017-03-13 14:49:55 +01:00
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2017-03-15 17:56:01 +01:00
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info(logger, "------------------------------------------------------------")
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2017-03-15 17:51:13 +01:00
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info(logger, "")
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info(logger, "Checking in floating-point arithmetic...")
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2017-06-09 09:35:33 +02:00
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t = @timed fp_distance = distance_to_cone(λ, Q, Δ, wlen)
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2017-03-15 20:13:53 +01:00
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info(logger, timed_msg(t))
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2017-03-16 10:07:35 +01:00
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info(logger, "Floating point distance (to positive cone) ≈ $(@sprintf("%.10f", fp_distance))")
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2017-03-15 17:56:01 +01:00
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info(logger, "------------------------------------------------------------")
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2017-03-13 14:49:55 +01:00
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2017-04-17 15:22:33 +02:00
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if fp_distance ≤ 0
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2017-05-28 20:06:21 +02:00
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return fp_distance
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2017-04-17 15:22:33 +02:00
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end
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2017-03-31 22:38:18 +02:00
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2017-06-05 17:29:22 +02:00
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info(logger, "")
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2017-08-27 19:09:17 +02:00
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Q_ℚω_int = rationalize_and_project(Q, tol, logger)
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2017-08-04 20:36:25 +02:00
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λ_ℚ = ℚ(λ, tol)
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Δ_ℚ = ℚ(Δ, tol)
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2017-03-13 14:49:55 +01:00
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2017-03-15 17:51:13 +01:00
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info(logger, "Checking in interval arithmetic")
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2017-08-04 20:36:25 +02:00
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2017-06-09 09:35:33 +02:00
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t = @timed Interval_dist_to_ΣSq = distance_to_cone(λ_ℚ, Q_ℚω_int, Δ_ℚ, wlen)
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2017-03-15 20:13:53 +01:00
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info(logger, timed_msg(t))
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2017-06-05 17:24:45 +02:00
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info(logger, "The Augmentation-projected actual distance (to positive cone) ∈ $(Interval_dist_to_ΣSq)")
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2017-03-15 17:56:01 +01:00
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info(logger, "------------------------------------------------------------")
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2017-03-13 14:49:55 +01:00
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2017-06-05 17:24:45 +02:00
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if Interval_dist_to_ΣSq.lo ≤ 0 || !rational
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return Interval_dist_to_ΣSq
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2017-03-13 14:49:55 +01:00
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else
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2017-03-15 17:51:13 +01:00
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info(logger, "Checking Projected SOS decomposition in exact rational arithmetic...")
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2017-06-09 09:35:33 +02:00
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t = @timed ℚ_dist_to_ΣSq = distance_to_cone(λ_ℚ, Q_ℚω, Δ_ℚ, wlen)
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2017-03-15 20:13:53 +01:00
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info(logger, timed_msg(t))
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2017-06-05 17:24:45 +02:00
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@assert isa(ℚ_dist_to_ΣSq, Rational)
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info(logger, "Augmentation-projected rational distance (to positive cone) ≥ $(Float64(trunc(ℚ_dist_to_ΣSq,8)))")
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2017-03-15 17:56:01 +01:00
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info(logger, "------------------------------------------------------------")
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2017-06-05 17:24:45 +02:00
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return ℚ_dist_to_ΣSq
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2017-03-13 14:49:55 +01:00
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end
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end
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