Engine prototype #13
@ -1,7 +1,8 @@
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module Numerical
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module Numerical
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using LinearAlgebra
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using AbstractAlgebra
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using AbstractAlgebra
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using HomotopyContinuation: Variable, Expression, System
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using HomotopyContinuation
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using ..Algebraic
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using ..Algebraic
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# --- polynomial conversion ---
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# --- polynomial conversion ---
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@ -10,7 +11,7 @@ using ..Algebraic
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# https://github.com/JuliaHomotopyContinuation/HomotopyContinuation.jl/issues/520#issuecomment-1317681521
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# https://github.com/JuliaHomotopyContinuation/HomotopyContinuation.jl/issues/520#issuecomment-1317681521
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function Base.convert(::Type{Expression}, f::MPolyRingElem)
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function Base.convert(::Type{Expression}, f::MPolyRingElem)
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variables = Variable.(symbols(parent(f)))
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variables = Variable.(symbols(parent(f)))
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f_data = zip(coefficients(f), exponent_vectors(f))
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f_data = zip(AbstractAlgebra.coefficients(f), exponent_vectors(f))
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sum(cf * prod(variables .^ exp_vec) for (cf, exp_vec) in f_data)
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sum(cf * prod(variables .^ exp_vec) for (cf, exp_vec) in f_data)
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end
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end
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@ -22,4 +23,18 @@ function System(I::Generic.Ideal)
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System(eqns, variables = variables)
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System(eqns, variables = variables)
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end
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end
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# --- sampling ---
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function real_samples(F::AbstractSystem, dim)
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# choose a random real hyperplane of codimension `dim` by intersecting
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# hyperplanes whose normal vectors are uniformly distributed over the unit
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# sphere
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# [to do] guard against the unlikely event that one of the normals is zero
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normals = transpose(hcat(
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(normalize(randn(nvariables(F))) for _ in 1:dim)...
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))
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cut = LinearSubspace(normals, fill(0., dim))
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filter(isreal, results(witness_set(F, cut)))
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end
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end
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end
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@ -82,25 +82,7 @@ n_planes = 36
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for through_trivial in [false, true]
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for through_trivial in [false, true]
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samples = []
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samples = []
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for _ in 1:n_planes
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for _ in 1:n_planes
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cut_matrix = transpose(hcat(
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real_solns = solution.(Engine.Numerical.real_samples(system, freedom))
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(normalize(randn(length(gens(coordring)))) for _ in 1:freedom)...
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))
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##cut_matrix = rand(binom, freedom, length(gens(coordring))) .- max_slope
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##cut_matrix = [
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## 1 1 1 1 0 1 1 0 1 1 0;
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## 1 2 1 2 0 1 1 0 1 1 0;
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## 1 1 0 1 0 1 2 0 2 0 0
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##]
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## display(cut_matrix) ## [verbose]
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if through_trivial
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cut_offset = [sum(cf[sph_z_ind]) for cf in eachrow(cut_matrix)]
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## display(cut_offset) ## [verbose]
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cut_subspace = LinearSubspace(cut_matrix, cut_offset)
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else
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cut_subspace = LinearSubspace(cut_matrix, fill(0., freedom))
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end
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wtns = witness_set(system, cut_subspace)
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real_solns = solution.(filter(isreal, results(wtns)))
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nontrivial_solns = filter(is_nontrivial, real_solns)
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nontrivial_solns = filter(is_nontrivial, real_solns)
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println("$(length(real_solns) - length(nontrivial_solns)) trivial solutions found")
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println("$(length(real_solns) - length(nontrivial_solns)) trivial solutions found")
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for soln in nontrivial_solns
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for soln in nontrivial_solns
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