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Add Bridges.Constraint.InequalityToComplementsBridge (#2582)
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src/Bridges/Constraint/bridges/inequality_to_complements.jl
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# Copyright (c) 2017: Miles Lubin and contributors | ||
# Copyright (c) 2017: Google Inc. | ||
# | ||
# Use of this source code is governed by an MIT-style license that can be found | ||
# in the LICENSE.md file or at https://opensource.org/licenses/MIT. | ||
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""" | ||
InequalityToComplementsBridge{T,F,S,G} <: Bridges.Constraint.AbstractBridge | ||
`InequalityToComplementsBridge` implements the following reformulations: | ||
* ``f(x) \\ge b`` into ``\\exists y`` such that ``f(x) - b \\perp y \\ge 0`` | ||
* ``f(x) \\le b`` into ``f(x) - b \\perp y \\le 0`` | ||
* ``f(x) = b`` into ``f(x) - b \\perp y`` | ||
## Source node | ||
`InequalityToComplementsBridge` supports: | ||
* `F` in [`MOI.GreaterThan{T}`](@ref) | ||
* `F` in [`MOI.LessThan{T}`](@ref) | ||
* `F` in [`MOI.EqualTo`](@ref) | ||
## Target nodes | ||
`InequalityToComplementsBridge` creates: | ||
* [`MOI.VariableIndex`](@ref) in [`MOI.LessThan{T}`](@ref) | ||
* [`MOI.VariableIndex`](@ref) in [`MOI.GreaterThan{T}`](@ref) | ||
* `G` in [`MOI.Complements`](@ref) | ||
""" | ||
mutable struct InequalityToComplementsBridge{ | ||
T, | ||
F<:MOI.AbstractScalarFunction, | ||
S<:Union{MOI.GreaterThan{T},MOI.LessThan{T},MOI.EqualTo{T}}, | ||
G<:MOI.AbstractVectorFunction, | ||
} <: AbstractBridge | ||
y::MOI.VariableIndex | ||
set::S | ||
ci::MOI.ConstraintIndex{G,MOI.Complements} | ||
end | ||
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const InequalityToComplements{T,OT<:MOI.ModelLike} = | ||
SingleBridgeOptimizer{InequalityToComplementsBridge{T},OT} | ||
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function _add_y_variable(model, ::MOI.GreaterThan{T}) where {T} | ||
return MOI.add_constrained_variable(model, MOI.GreaterThan(zero(T)))[1] | ||
end | ||
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function _add_y_variable(model, ::MOI.LessThan{T}) where {T} | ||
return MOI.add_constrained_variable(model, MOI.LessThan(zero(T)))[1] | ||
end | ||
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_add_y_variable(model, ::MOI.EqualTo) = MOI.add_variable(model) | ||
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function bridge_constraint( | ||
::Type{InequalityToComplementsBridge{T,F,S,G}}, | ||
model::MOI.ModelLike, | ||
f::F, | ||
set::S, | ||
) where {T,F,S<:Union{MOI.GreaterThan{T},MOI.LessThan{T},MOI.EqualTo{T}},G} | ||
y = _add_y_variable(model, set) | ||
f_set = MOI.Utilities.operate(-, T, f, MOI.constant(set)) | ||
g = MOI.Utilities.operate(vcat, T, f_set, y) | ||
ci = MOI.add_constraint(model, g, MOI.Complements(2)) | ||
return InequalityToComplementsBridge{T,F,S,G}(y, set, ci) | ||
end | ||
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function MOI.supports_constraint( | ||
::Type{<:InequalityToComplementsBridge{T}}, | ||
::Type{F}, | ||
::Type{<:Union{MOI.GreaterThan{T},MOI.LessThan{T},MOI.EqualTo{T}}}, | ||
) where {T,F<:MOI.AbstractScalarFunction} | ||
return !MOI.Utilities.is_complex(F) | ||
end | ||
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function MOI.Bridges.added_constrained_variable_types( | ||
::Type{InequalityToComplementsBridge{T,F,S,G}}, | ||
) where {T,F,S<:Union{MOI.GreaterThan{T},MOI.LessThan{T}},G} | ||
return Tuple{Type}[(S,)] | ||
end | ||
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function MOI.Bridges.added_constrained_variable_types( | ||
::Type{InequalityToComplementsBridge{T,F,MOI.EqualTo{T},G}}, | ||
) where {T,F,G} | ||
return Tuple{Type}[(MOI.Reals,)] | ||
end | ||
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function MOI.Bridges.added_constraint_types( | ||
::Type{InequalityToComplementsBridge{T,F,S,G}}, | ||
) where {T,F,S,G} | ||
return Tuple{Type,Type}[(G, MOI.Complements)] | ||
end | ||
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function concrete_bridge_type( | ||
::Type{<:InequalityToComplementsBridge}, | ||
F::Type{<:MOI.AbstractScalarFunction}, | ||
S::Type{<:Union{MOI.GreaterThan{T},MOI.LessThan{T},MOI.EqualTo{T}}}, | ||
) where {T} | ||
G = MOI.Utilities.promote_operation(vcat, T, F, MOI.VariableIndex) | ||
return InequalityToComplementsBridge{T,F,S,G} | ||
end | ||
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function MOI.get(::InequalityToComplementsBridge, ::MOI.NumberOfVariables) | ||
return Int64(1) | ||
end | ||
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function MOI.get( | ||
bridge::InequalityToComplementsBridge, | ||
::MOI.ListOfVariableIndices, | ||
) | ||
return [bridge.y] | ||
end | ||
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function MOI.get( | ||
::InequalityToComplementsBridge{T,F,S,G}, | ||
::MOI.NumberOfConstraints{G,MOI.Complements}, | ||
)::Int64 where {T,F,S,G} | ||
return 1 | ||
end | ||
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function MOI.get( | ||
bridge::InequalityToComplementsBridge{T,F,S,G}, | ||
::MOI.ListOfConstraintIndices{G,MOI.Complements}, | ||
) where {T,F,S,G} | ||
return [bridge.ci] | ||
end | ||
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function MOI.delete(model::MOI.ModelLike, bridge::InequalityToComplementsBridge) | ||
MOI.delete(model, bridge.y) | ||
MOI.delete(model, bridge.ci) | ||
return | ||
end | ||
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function MOI.get( | ||
model::MOI.ModelLike, | ||
attr::MOI.ConstraintFunction, | ||
bridge::InequalityToComplementsBridge{T}, | ||
) where {T} | ||
g = MOI.get(model, attr, bridge.ci) | ||
f_set = first(MOI.Utilities.scalarize(g)) | ||
return MOI.Utilities.operate(+, T, f_set, MOI.constant(bridge.set)) | ||
end | ||
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function MOI.get( | ||
::MOI.ModelLike, | ||
::MOI.ConstraintSet, | ||
bridge::InequalityToComplementsBridge, | ||
) | ||
return bridge.set | ||
end |
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# Copyright (c) 2017: Miles Lubin and contributors | ||
# Copyright (c) 2017: Google Inc. | ||
# | ||
# Use of this source code is governed by an MIT-style license that can be found | ||
# in the LICENSE.md file or at https://opensource.org/licenses/MIT. | ||
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module TestConstraintInequalityToComplements | ||
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using Test | ||
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import MathOptInterface as MOI | ||
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function runtests() | ||
for name in names(@__MODULE__; all = true) | ||
if startswith("$(name)", "test_") | ||
@testset "$(name)" begin | ||
getfield(@__MODULE__, name)() | ||
end | ||
end | ||
end | ||
return | ||
end | ||
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function test_runtests_GreaterThan() | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
1.0 * x >= 0.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[1.0 * x, y] in Complements(2) | ||
y >= 0.0 | ||
""", | ||
) | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
2.0 * x >= 3.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[2.0 * x + -3.0, y] in Complements(2) | ||
y >= 0.0 | ||
""", | ||
) | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
2.0 * x * x >= 3.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[2.0 * x * x + -3.0, y] in Complements(2) | ||
y >= 0.0 | ||
""", | ||
) | ||
return | ||
end | ||
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function test_runtests_LessThan() | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
1.0 * x <= 0.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[1.0 * x, y] in Complements(2) | ||
y <= 0.0 | ||
""", | ||
) | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
2.0 * x <= 3.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[2.0 * x + -3.0, y] in Complements(2) | ||
y <= 0.0 | ||
""", | ||
) | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
2.0 * x * x <= 3.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[2.0 * x * x + -3.0, y] in Complements(2) | ||
y <= 0.0 | ||
""", | ||
) | ||
return | ||
end | ||
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function test_runtests_EqualTo() | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
1.0 * x == 0.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[1.0 * x, y] in Complements(2) | ||
""", | ||
) | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
2.0 * x == 3.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[2.0 * x + -3.0, y] in Complements(2) | ||
""", | ||
) | ||
MOI.Bridges.runtests( | ||
MOI.Bridges.Constraint.InequalityToComplementsBridge, | ||
""" | ||
variables: x | ||
2.0 * x * x == 3.0 | ||
""", | ||
""" | ||
variables: x, y | ||
[2.0 * x * x + -3.0, y] in Complements(2) | ||
""", | ||
) | ||
return | ||
end | ||
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function test_ScalarNonlinearFunction() | ||
# We can't use the standard runtests because ScalarNonlinearFunction does | ||
# not preserve f(x) ≈ (f(x) - g(x)) + g(x) | ||
for set in (MOI.EqualTo(1.0), MOI.LessThan(1.0), MOI.GreaterThan(1.0)) | ||
inner = MOI.Utilities.Model{Float64}() | ||
model = MOI.Bridges.Constraint.InequalityToComplements{Float64}(inner) | ||
x = MOI.add_variable(model) | ||
f = MOI.ScalarNonlinearFunction(:sin, Any[x]) | ||
c = MOI.add_constraint(model, f, set) | ||
F, S = MOI.VectorNonlinearFunction, MOI.Complements | ||
indices = MOI.get(inner, MOI.ListOfConstraintIndices{F,S}()) | ||
@test length(indices) == 1 | ||
inner_variables = MOI.get(inner, MOI.ListOfVariableIndices()) | ||
@test length(inner_variables) == 2 | ||
u, v = inner_variables | ||
u_sin = MOI.ScalarNonlinearFunction(:sin, Any[u]) | ||
g = MOI.VectorNonlinearFunction([ | ||
MOI.ScalarNonlinearFunction(:-, Any[u_sin, 1.0]), | ||
MOI.ScalarNonlinearFunction(:+, Any[v]), | ||
]) | ||
@test ≈(MOI.get(inner, MOI.ConstraintFunction(), indices[1]), g) | ||
h = MOI.ScalarNonlinearFunction( | ||
:+, | ||
Any[MOI.ScalarNonlinearFunction(:-, Any[f, 1.0]), 1.0], | ||
) | ||
@test ≈(MOI.get(model, MOI.ConstraintFunction(), c), h) | ||
end | ||
return | ||
end | ||
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end # module | ||
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TestConstraintInequalityToComplements.runtests() |