Investigate why witness sets aren't reproducible
All the random number generators seems to be seeded, so why aren't the results reproducible?
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@ -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 +29,18 @@ 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 = 0x8af341df)))
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##filter(isreal, results(witness_set(F, seed = 0x8af341df)))
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results(witness_set(F, seed = 0x8af341df))
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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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@ -59,13 +59,13 @@ tangencies = [
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ctx_tan_sph = Engine.Construction{CoeffType}(elements = Set(spheres), relations = Set(tangencies))
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ctx_tan_sph = Engine.Construction{CoeffType}(elements = Set(spheres), relations = Set(tangencies))
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ideal_tan_sph, eqns_tan_sph = Engine.realize(ctx_tan_sph)
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ideal_tan_sph, eqns_tan_sph = Engine.realize(ctx_tan_sph)
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##small_eqns_tan_sph = eqns_tan_sph
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##small_eqns_tan_sph = eqns_tan_sph
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small_eqns_tan_sph = [
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##small_eqns_tan_sph = [
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eqns_tan_sph;
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## eqns_tan_sph;
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spheres[2].coords - [1, 0, 0, 0, 1];
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## spheres[2].coords - [1, 0, 0, 0, 1];
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spheres[3].coords - [1, 0, 0, 0, -1];
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## spheres[3].coords - [1, 0, 0, 0, -1];
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]
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##]
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small_ideal_tan_sph = Generic.Ideal(base_ring(ideal_tan_sph), small_eqns_tan_sph)
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##small_ideal_tan_sph = Generic.Ideal(base_ring(ideal_tan_sph), small_eqns_tan_sph)
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freedom = Engine.dimension(small_ideal_tan_sph)
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freedom = Engine.dimension(ideal_tan_sph)
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println("Three mutually tangent spheres, with two fixed: $freedom degrees of freedom")
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println("Three mutually tangent spheres, with two fixed: $freedom degrees of freedom")
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##points = [Engine.Point{CoeffType}() for _ in 1:3]
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##points = [Engine.Point{CoeffType}() for _ in 1:3]
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@ -83,17 +83,17 @@ println("Three mutually tangent spheres, with two fixed: $freedom degrees of fre
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# --- test rational cut ---
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# --- test rational cut ---
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coordring = base_ring(small_ideal_tan_sph)
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coordring = base_ring(ideal_tan_sph)
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vbls = Variable.(symbols(coordring))
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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(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(6701)
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n_planes = 36
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n_planes = 6
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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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