Even reduction
using DynamicPolynomials
@polyvar x
(x,)
We would like to find the minimum value of the following polynomial:
poly = x^4 - 2x^2
using SumOfSquares
We define the custom action as follows:
struct OnSign <: Symmetry.OnMonomials end
using PermutationGroups
import SymbolicWedderburn
SymbolicWedderburn.coeff_type(::OnSign) = Float64
function SymbolicWedderburn.action(::OnSign, p::Permutation, mono::AbstractMonomial)
if isone(p) || iseven(DynamicPolynomials.degree(mono))
return 1 * mono
else
@assert p.perm == perm"(1,2)"
return -1 * mono
end
end
G = PermGroup([perm"(1,2)"])
Permutation group on 1 generator generated by
(1,2)
We can exploit the symmetry as follows:
import CSDP
solver = CSDP.Optimizer
model = Model(solver)
@variable(model, t)
@objective(model, Max, t)
pattern = Symmetry.Pattern(G, OnSign())
con_ref = @constraint(model, poly - t in SOSCone(), symmetry = pattern)
optimize!(model)
value(t)
-1.000000007084374
We indeed find -1
, let's verify that symmetry was exploited:
gram_matrix(con_ref)
BlockDiagonalGramMatrix with 2 blocks:
[1] Block with row/column basis:
FixedPolynomialBasis([1.0, x^2])
And entries in a 2×2 SymMatrix{Float64}:
1.0000000070844732 -1.0000000020056958
-1.0000000020056958 1.0000000000000828
[2] Block with row/column basis:
FixedPolynomialBasis([x])
And entries in a 1×1 SymMatrix{Float64}:
4.011410529947057e-9
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