Engine prototype #13
@ -1,5 +1,6 @@
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module Numerical
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module Numerical
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using Random: default_rng
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using LinearAlgebra
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using LinearAlgebra
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using AbstractAlgebra
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using AbstractAlgebra
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using HomotopyContinuation:
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using HomotopyContinuation:
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@ -28,16 +29,16 @@ end
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# --- sampling ---
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# --- sampling ---
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function real_samples(F::AbstractSystem, dim)
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function real_samples(F::AbstractSystem, dim; rng = default_rng())
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# choose a random real hyperplane of codimension `dim` by intersecting
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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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# hyperplanes whose normal vectors are uniformly distributed over the unit
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# sphere
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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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# [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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normals = transpose(hcat(
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(normalize(randn(nvariables(F))) for _ in 1:dim)...
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(normalize(randn(rng, nvariables(F))) for _ in 1:dim)...
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))
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))
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cut = LinearSubspace(normals, fill(0., dim))
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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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filter(isreal, results(witness_set(F, cut, seed = 0x1974abba)))
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end
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end
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AbstractAlgebra.evaluate(pt::Point, vals::Vector{<:RingElement}) =
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AbstractAlgebra.evaluate(pt::Point, vals::Vector{<:RingElement}) =
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@ -89,11 +89,11 @@ vbls = Variable.(symbols(coordring))
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# test a random witness set
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# test a random witness set
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system = CompiledSystem(System(small_eqns_tan_sph, variables = vbls))
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system = CompiledSystem(System(small_eqns_tan_sph, variables = vbls))
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norm2 = vec -> real(dot(conj.(vec), vec))
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norm2 = vec -> real(dot(conj.(vec), vec))
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Random.seed!(6071)
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rng = MersenneTwister(6071)
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n_planes = 36
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n_planes = 3
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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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real_solns = solution.(Engine.Numerical.real_samples(system, freedom))
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real_solns = solution.(Engine.Numerical.real_samples(system, freedom, rng = rng))
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for soln in real_solns
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for soln in real_solns
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if all(norm2(soln - samp) > 1e-4*length(gens(coordring)) for samp in samples)
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if all(norm2(soln - samp) > 1e-4*length(gens(coordring)) for samp in samples)
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push!(samples, soln)
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push!(samples, soln)
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