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PropertyT.jl/scripts/G₂_has_T.jl

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using LinearAlgebra
BLAS.set_num_threads(8)
ENV["OMP_NUM_THREADS"] = 4
using Groups
import Groups.MatrixGroups
include(joinpath(@__DIR__, "../test/optimizers.jl"))
using PropertyT
using PropertyT.SymbolicWedderburn
using PropertyT.PermutationGroups
using PropertyT.StarAlgebras
include(joinpath(@__DIR__, "argparse.jl"))
include(joinpath(@__DIR__, "utils.jl"))
# const N = parsed_args["N"]
const HALFRADIUS = parsed_args["halfradius"]
const UPPER_BOUND = parsed_args["upper_bound"]
include(joinpath(@__DIR__, "./G₂_gens.jl"))
G, roots, Weyl = G₂_roots_weyl()
@info "Running Δ² - λ·Δ sum of squares decomposition for G₂"
@info "computing group algebra structure"
RG, S, sizes = @time PropertyT.group_algebra(G, halfradius = HALFRADIUS)
@info "computing WedderburnDecomposition"
wd = let Σ = Weyl, RG = RG
act = PropertyT.AlphabetPermutation{eltype(Σ),Int64}(
Dict(g => PermutationGroups.perm(g) for g in Σ),
)
@time SymbolicWedderburn.WedderburnDecomposition(
Float64,
Σ,
act,
basis(RG),
StarAlgebras.Basis{UInt16}(@view basis(RG)[1:sizes[HALFRADIUS]]),
semisimple = false,
)
end
@info wd
Δ = RG(length(S)) - sum(RG(s) for s in S)
elt = Δ^2
unit = Δ
@time model, varP = PropertyT.sos_problem_primal(
elt,
unit,
wd;
upper_bound = UPPER_BOUND,
augmented = true,
show_progress = false,
)
warm = nothing
status = JuMP.OPTIMIZE_NOT_CALLED
certified, λ = false, nothing
while status JuMP.OPTIMAL
@time status, warm = PropertyT.solve(
model,
scs_optimizer(;
eps = 1e-10,
max_iters = 20_000,
accel = 50,
alpha = 1.95,
),
warm,
)
@info "reconstructing the solution"
Q = @time let wd = wd, Ps = [JuMP.value.(P) for P in varP]
Qs = real.(sqrt.(Ps))
PropertyT.reconstruct(Qs, wd)
end
@info "certifying the solution"
@time certified, λ = PropertyT.certify_solution(
elt,
unit,
JuMP.objective_value(model),
Q;
halfradius = HALFRADIUS,
augmented = true,
)
end
if certified && λ > 0
Κ(λ, S) = round(sqrt(2λ / length(S)), Base.RoundDown; digits = 5)
@info "Certified result: G₂ has property (T):" N λ Κ(λ, S)
else
@info "Could NOT certify the result:" certified λ
end