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mockoptimizer.jl
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# An Int-valued attribute
struct MockModelAttribute <: MOI.AbstractModelAttribute
end
# An Int-valued attribute
struct MockVariableAttribute <: MOI.AbstractVariableAttribute
end
# An Int-valued attribute
struct MockConstraintAttribute <: MOI.AbstractConstraintAttribute
end
# A mock optimizer used for testing.
mutable struct MockOptimizer{MT<:MOI.ModelLike} <: MOI.AbstractOptimizer
inner_model::MT
attribute::Int # MockModelAttribute
varattribute::Dict{MOI.VariableIndex,Int} # MockVariableAttribute
conattribute::Dict{MOI.ConstraintIndex,Int} # MockConstraintAttribute
needsallocateload::Bool # Allows to tests the Allocate-Load interface, see copy!
canaddvar::Bool
optimize!::Function
solved::Bool
hasprimal::Bool
hasdual::Bool
terminationstatus::MOI.TerminationStatusCode
resultcount::Int
evalobjective::Bool # Computes ObjectiveValue by evaluation ObjectiveFunction with VariablePrimal
objectivevalue::Float64
primalstatus::MOI.ResultStatusCode
dualstatus::MOI.ResultStatusCode
varprimal::Dict{MOI.VariableIndex,Float64}
condual::Dict{MOI.ConstraintIndex,Any}
end
# All user-facing indices are xor'd with this mask to produce unusual indices.
# This is good at catching bugs.
const internal_xor_mask = Int64(12345678)
xor_index(vi::VI) = VI(xor(vi.value, internal_xor_mask))
xor_index(ci::CI{F,S}) where {F,S} = CI{F,S}(xor(ci.value, internal_xor_mask))
xor_variables(f) = mapvariables(xor_index, f)
MockOptimizer(inner_model::MOI.ModelLike) =
MockOptimizer(inner_model,
0,
Dict{MOI.VariableIndex,Int}(),
Dict{MOI.ConstraintIndex,Int}(),
false,
true,
(::MockOptimizer) -> begin end,
false,
false,
false,
MOI.Success,
0,
false,
NaN,
MOI.UnknownResultStatus,
MOI.UnknownResultStatus,
Dict{MOI.VariableIndex,Float64}(),
Dict{MOI.ConstraintIndex,Any}())
MOI.canaddvariable(mock::MockOptimizer) = MOI.canaddvariable(mock.inner_model) && mock.canaddvar
MOI.addvariable!(mock::MockOptimizer) = xor_index(MOI.addvariable!(mock.inner_model))
MOI.addvariables!(mock::MockOptimizer, n::Int) = xor_index.(MOI.addvariables!(mock.inner_model, n))
MOI.canaddconstraint(mock::MockOptimizer, ::Type{F}, ::Type{S}) where {F<:MOI.AbstractFunction, S<:MOI.AbstractSet} = MOI.canaddconstraint(mock.inner_model, F, S)
MOI.addconstraint!(mock::MockOptimizer, F::MOI.AbstractFunction, S::MOI.AbstractSet) = xor_index(MOI.addconstraint!(mock.inner_model, xor_variables(F), S))
function MOI.optimize!(mock::MockOptimizer)
mock.solved = true
mock.hasprimal = true
mock.hasdual = true
mock.optimize!(mock)
end
MOI.canset(mock::MockOptimizer, ::Union{MOI.VariablePrimal,MockVariableAttribute}, ::Type{MOI.VariableIndex}) = true
MOI.canset(mock::MockOptimizer, attr::MOI.AbstractVariableAttribute, IdxT::Type{MOI.VariableIndex}) = MOI.canset(mock.inner_model, attr, IdxT)
MOI.canset(mock::MockOptimizer, ::Union{MOI.ConstraintDual,MockConstraintAttribute}, ::Type{<:MOI.ConstraintIndex}) = true
MOI.canset(mock::MockOptimizer, attr::MOI.AbstractConstraintAttribute, IdxT::Type{<:MOI.ConstraintIndex}) = MOI.canset(mock.inner_model, attr, IdxT)
MOI.canset(mock::MockOptimizer, ::Union{MOI.ResultCount,MOI.TerminationStatus,MOI.ObjectiveValue,MOI.PrimalStatus,MOI.DualStatus,MockModelAttribute}) = true
MOI.set!(mock::MockOptimizer, ::MOI.ResultCount, value::Integer) = (mock.resultcount = value)
MOI.set!(mock::MockOptimizer, ::MOI.TerminationStatus, value::MOI.TerminationStatusCode) = (mock.terminationstatus = value)
MOI.set!(mock::MockOptimizer, ::MOI.ObjectiveValue, value::Real) = (mock.objectivevalue = value)
MOI.set!(mock::MockOptimizer, ::MOI.PrimalStatus, value::MOI.ResultStatusCode) = (mock.primalstatus = value)
MOI.set!(mock::MockOptimizer, ::MOI.DualStatus, value::MOI.ResultStatusCode) = (mock.dualstatus = value)
MOI.set!(mock::MockOptimizer, ::MockModelAttribute, value::Integer) = (mock.attribute = value)
MOI.canset(mock::MockOptimizer, attr::MOI.AbstractModelAttribute) = MOI.canset(mock.inner_model, attr)
MOI.set!(mock::MockOptimizer, attr::MOI.AbstractModelAttribute, value) = MOI.set!(mock.inner_model, attr, value)
MOI.set!(mock::MockOptimizer, attr::MOI.ObjectiveFunction, value) = MOI.set!(mock.inner_model, attr, xor_variables(value))
MOI.set!(mock::MockOptimizer, attr::MOI.AbstractVariableAttribute, idx::MOI.VariableIndex, value) = MOI.set!(mock.inner_model, attr, xor_index(idx), value)
MOI.set!(mock::MockOptimizer, ::MOI.VariablePrimal, idx::MOI.VariableIndex, value) = (mock.varprimal[xor_index(idx)] = value)
MOI.set!(mock::MockOptimizer, ::MockVariableAttribute, idx::MOI.VariableIndex, value) = (mock.varattribute[xor_index(idx)] = value)
MOI.set!(mock::MockOptimizer, attr::MOI.AbstractConstraintAttribute, idx::MOI.ConstraintIndex, value) = MOI.set!(mock.inner_model, attr, xor_index(idx), value)
MOI.set!(mock::MockOptimizer, ::MockConstraintAttribute, idx::MOI.ConstraintIndex, value) = (mock.conattribute[xor_index(idx)] = value)
MOI.set!(mock::MockOptimizer, ::MOI.ConstraintDual, idx::MOI.ConstraintIndex, value) = (mock.condual[xor_index(idx)] = value)
MOI.canget(mock::MockOptimizer, ::MOI.ResultCount) = mock.solved
MOI.canget(mock::MockOptimizer, ::MOI.TerminationStatus) = mock.solved
MOI.canget(mock::MockOptimizer, ::MOI.ObjectiveValue) = mock.solved # TODO: may want to simulate false
MOI.canget(mock::MockOptimizer, ::MOI.PrimalStatus) = mock.hasprimal && (mock.resultcount > 0)
MOI.canget(mock::MockOptimizer, ::MOI.DualStatus) = mock.hasdual && (mock.resultcount > 0)
MOI.canget(mock::MockOptimizer, ::MockModelAttribute) = true
MOI.canget(mock::MockOptimizer, attr::MOI.AbstractModelAttribute) = MOI.canget(mock.inner_model, attr)
MOI.get(mock::MockOptimizer, attr::MOI.AbstractModelAttribute) = MOI.get(mock.inner_model, attr)
MOI.get(mock::MockOptimizer, attr::Union{MOI.ListOfVariableIndices,
MOI.ListOfConstraintIndices}) = xor_index.(MOI.get(mock.inner_model, attr))
MOI.get(mock::MockOptimizer, attr::MOI.ObjectiveFunction) = xor_variables(MOI.get(mock.inner_model, attr))
MOI.canget(mock::MockOptimizer, attr::Union{MOI.ConstraintFunction,
MOI.ConstraintSet}, idx::Type{<:MOI.ConstraintIndex}) = MOI.canget(mock.inner_model, attr, idx)
MOI.get(mock::MockOptimizer, attr::Union{MOI.ConstraintSet}, idx::MOI.ConstraintIndex) = MOI.get(mock.inner_model, attr, xor_index(idx))
MOI.get(mock::MockOptimizer, attr::Union{MOI.ConstraintFunction}, idx::MOI.ConstraintIndex) = xor_variables(MOI.get(mock.inner_model, attr, xor_index(idx)))
MOI.canget(mock::MockOptimizer, attr::MOI.AbstractVariableAttribute, IdxT::Type{MOI.VariableIndex}) = MOI.canget(mock.inner_model, attr, IdxT)
MOI.canget(mock::MockOptimizer, attr::MOI.AbstractConstraintAttribute, IdxT::Type{<:MOI.ConstraintIndex}) = MOI.canget(mock.inner_model, attr, IdxT)
# We assume that a full result is loaded if resultcount > 0
MOI.canget(mock::MockOptimizer, ::MOI.VariablePrimal, ::Type{MOI.VariableIndex}) = mock.hasprimal && (mock.resultcount > 0)
MOI.canget(mock::MockOptimizer, ::MOI.ConstraintPrimal, IdxT::Type{<:MOI.ConstraintIndex}) = MOI.canget(mock, MOI.ConstraintFunction(), IdxT) && MOI.canget(mock, MOI.VariablePrimal(), MOI.VariableIndex)
MOI.canget(mock::MockOptimizer, ::MOI.ConstraintDual, ::Type{<:MOI.ConstraintIndex}) = mock.hasdual && (mock.resultcount > 0) && mock.dualstatus != MOI.UnknownResultStatus
MOI.canget(mock::MockOptimizer, ::MockVariableAttribute, ::Type{MOI.VariableIndex}) = length(mock.varattribute) > 0
MOI.canget(mock::MockOptimizer, ::MockConstraintAttribute, ::Type{<:MOI.ConstraintIndex}) = length(mock.conattribute) > 0
# Name
MOI.canget(b::MockOptimizer, IdxT::Type{<:MOI.Index}, name::String) = MOI.canget(b.inner_model, IdxT, name)
MOI.get(b::MockOptimizer, IdxT::Type{<:MOI.Index}, name::String) = xor_index(MOI.get(b.inner_model, IdxT, name))
MOI.get(mock::MockOptimizer, ::MOI.ResultCount) = mock.resultcount
MOI.get(mock::MockOptimizer, ::MOI.TerminationStatus) = mock.terminationstatus
# Gets the ObjectiveFunction attribute set to mock, i.e. the type of the scalar function is unknown
_getobjfunattr() = error("Objective Function not set")
_getobjfunattr(objfun::MOI.ObjectiveFunction, args...) = objfun
_getobjfunattr(::MOI.AbstractModelAttribute, args...) = _getobjfunattr(args...)
_getobjfunattr(mock::MockOptimizer) = _getobjfunattr(MOI.get(mock, MOI.ListOfModelAttributesSet())...)
function MOI.get(mock::MockOptimizer, ::MOI.ObjectiveValue)
if mock.evalobjective
f = MOI.get(mock, _getobjfunattr(mock))
evalvariables(vi -> MOI.get(mock, MOI.VariablePrimal(), vi), f)
else
mock.objectivevalue
end
end
MOI.get(mock::MockOptimizer, ::MOI.PrimalStatus) = mock.primalstatus
MOI.get(mock::MockOptimizer, ::MOI.DualStatus) = mock.dualstatus
MOI.get(mock::MockOptimizer, ::MockModelAttribute) = mock.attribute
MOI.get(mock::MockOptimizer, attr::MOI.AbstractVariableAttribute, idx::MOI.VariableIndex) = MOI.get(mock.inner_model, attr, xor_index(idx))
MOI.get(mock::MockOptimizer, ::MockVariableAttribute, idx::MOI.VariableIndex) = mock.varattribute[xor_index(idx)]
MOI.get(mock::MockOptimizer, ::MOI.VariablePrimal, idx::MOI.VariableIndex) = mock.varprimal[xor_index(idx)]
function MOI.get(mock::MockOptimizer, ::MOI.ConstraintPrimal, idx::MOI.ConstraintIndex)
f = MOI.get(mock, MOI.ConstraintFunction(), idx)
evalvariables(vi -> MOI.get(mock, MOI.VariablePrimal(), vi), f)
end
MOI.get(mock::MockOptimizer, attr::MOI.AbstractConstraintAttribute, idx::MOI.ConstraintIndex) = MOI.get(mock.inner_model, attr, xor_index(idx))
MOI.get(mock::MockOptimizer, ::MOI.ConstraintDual, idx::MOI.ConstraintIndex) = mock.condual[xor_index(idx)]
MOI.get(mock::MockOptimizer, ::MockConstraintAttribute, idx::MOI.ConstraintIndex) = mock.conattribute[xor_index(idx)]
MOI.get(mock::MockOptimizer, attr::MOI.AnyAttribute, idx::Vector{<:MOI.Index}) = MOI.get.(mock, attr, idx)
function MOI.empty!(mock::MockOptimizer)
MOI.empty!(mock.inner_model)
mock.attribute = 0
mock.varattribute = Dict{MOI.VariableIndex,Int}()
mock.conattribute = Dict{MOI.ConstraintIndex,Int}()
mock.solved = false
mock.hasprimal = false
mock.hasdual = false
mock.terminationstatus = MOI.Success
mock.resultcount = 0
mock.objectivevalue = NaN
mock.primalstatus = MOI.UnknownResultStatus
mock.dualstatus = MOI.UnknownResultStatus
mock.varprimal = Dict{MOI.VariableIndex,Float64}()
mock.condual = Dict{MOI.ConstraintIndex,Any}()
return
end
function MOI.isempty(mock::MockOptimizer)
# Assumes that variable and constraint attributes can't be set if
# mock.inner_model is empty.
# TODO: Default values are currently copied in three places, not good.
return MOI.isempty(mock.inner_model) && mock.attribute == 0 &&
!mock.solved && !mock.hasprimal && !mock.hasdual &&
mock.terminationstatus == MOI.Success &&
mock.resultcount == 0 && isnan(mock.objectivevalue) &&
mock.primalstatus == MOI.UnknownResultStatus &&
mock.dualstatus == MOI.UnknownResultStatus
end
MOI.isvalid(mock::MockOptimizer, idx::MOI.Index) = MOI.isvalid(mock.inner_model, xor_index(idx))
MOI.candelete(mock::MockOptimizer, idx::MOI.Index) = MOI.candelete(mock.inner_model, xor_index(idx))
function MOI.delete!(mock::MockOptimizer, idx::MOI.VariableIndex)
MOI.delete!(mock.inner_model, xor_index(idx))
MOI.delete!(mock.varprimal, idx)
end
function MOI.delete!(mock::MockOptimizer, idx::MOI.ConstraintIndex)
MOI.delete!(mock.inner_model, xor_index(idx))
MOI.delete!(mock.condual, idx)
end
function MOI.canmodifyconstraint(mock::MockOptimizer, c::CI, change)
MOI.canmodifyconstraint(mock.inner_model, xor_index(c), change)
end
function MOI.modifyconstraint!(mock::MockOptimizer, c::CI, change)
MOI.modifyconstraint!(mock.inner_model, xor_index(c), xor_variables(change))
end
function MOI.modifyconstraint!(mock::MockOptimizer, c::CI{F,S}, set::S) where {F<:MOI.AbstractFunction, S<:MOI.AbstractSet}
MOI.modifyconstraint!(mock.inner_model, xor_index(c), set)
end
function MOI.canmodifyobjective(mock::MockOptimizer, change)
MOI.canmodifyobjective(mock.inner_model, change)
end
function MOI.modifyobjective!(mock::MockOptimizer, change::MOI.AbstractFunctionModification)
MOI.modifyobjective!(mock.inner_model, xor_variables(change))
end
# TODO: transformconstraint and cantransformconstraint
MOI.supports(mock::MockOptimizer, attr::MOI.ObjectiveFunction) = MOI.supports(mock.inner_model, attr)
MOI.supportsconstraint(mock::MockOptimizer, F::Type{<:MOI.AbstractFunction}, S::Type{<:MOI.AbstractSet}) = MOI.supportsconstraint(mock.inner_model, F, S)
function MOI.copy!(mock::MockOptimizer, src::MOI.ModelLike; copynames=true)
if needsallocateload(mock)
allocateload!(mock, src, copynames)
else
defaultcopy!(mock, src, copynames)
end
end
# Allocate-Load Interface
needsallocateload(mock::MockOptimizer) = mock.needsallocateload || needsallocateload(mock.inner_model)
allocatevariables!(mock::MockOptimizer, nvars) = allocatevariables!(mock.inner_model, nvars)
allocate!(mock::MockOptimizer, attr::MOI.AnyAttribute, value) = allocate!(mock.inner_model, attr, value)
allocate!(mock::MockOptimizer, attr::MOI.ObjectiveFunction, value) = allocate!(mock.inner_model, attr, xor_variables(value))
allocate!(mock::MockOptimizer, attr::MOI.AnyAttribute, idx::MOI.Index, value) = allocate!(mock.inner_model, attr, xor_index(idx), value)
canallocate(mock::MockOptimizer, attr::MOI.AnyAttribute) = canallocate(mock.inner_model, attr)
canallocate(mock::MockOptimizer, attr::MOI.AnyAttribute, IdxT::Type{<:MOI.Index}) = canallocate(mock.inner_model, attr, IdxT)
allocateconstraint!(mock::MockOptimizer, f::MOI.AbstractFunction, s::MOI.AbstractSet) = xor_index(allocateconstraint!(mock.inner_model, xor_variables(f), s))
canallocateconstraint(mock::MockOptimizer, F::Type{<:MOI.AbstractFunction}, S::Type{<:MOI.AbstractSet}) = canallocateconstraint(mock.inner_model, F, S)
loadvariables!(mock::MockOptimizer, nvars) = loadvariables!(mock.inner_model, nvars)
load!(mock::MockOptimizer, attr::MOI.AnyAttribute, value) = load!(mock.inner_model, attr, value)
load!(mock::MockOptimizer, attr::MOI.ObjectiveFunction, value) = load!(mock.inner_model, attr, xor_variables(value))
load!(mock::MockOptimizer, attr::MOI.AnyAttribute, idx::MOI.Index, value) = load!(mock.inner_model, attr, xor_index(idx), value)
canload(mock::MockOptimizer, attr::MOI.AnyAttribute) = canload(mock.inner_model, attr)
canload(mock::MockOptimizer, attr::MOI.AnyAttribute, IdxT::Type{<:MOI.Index}) = canload(mock.inner_model, attr, IdxT)
loadconstraint!(mock::MockOptimizer, ci::CI, f::MOI.AbstractFunction, s::MOI.AbstractSet) = loadconstraint!(mock.inner_model, xor_index(ci), xor_variables(f), s)
canloadconstraint(mock::MockOptimizer, F::Type{<:MOI.AbstractFunction}, S::Type{<:MOI.AbstractSet}) = canloadconstraint(mock.inner_model, F, S)
"""
set_mock_optimize!(mock::MockOptimizer, opt::Function...)
Sets multiple optimize! function. The first is to be used the first time `MOI.optimize!(mock)` is called, the second function is to be used the second time, ...
"""
function set_mock_optimize!(mock::MockOptimizer, opts::Function...)
mock.optimize! = rec_mock_optimize(mock, opts...)
end
function rec_mock_optimize(mock::MockOptimizer, opt::Function, opts::Function...)
(mock::MockOptimizer) -> (opt(mock); mock.optimize! = rec_mock_optimize(mock, opts...))
end
rec_mock_optimize(mock::MockOptimizer, opt::Function) = opt
"""
mock_optimize!(mock::MockOptimizer, termstatus::MOI.TerminationStatusCode, (primstatus::MOI.ResultStatusCode, varprim::Vector), dualstatus::MOI.ResultStatusCode, conduals::Pair...)
Sets the termination status of `mock` to `termstatus` and the primal (resp. dual) status to `primstatus` (resp. `dualstatus`).
The primal values of the variables in the order returned by `ListOfVariableIndices` are set to `varprim`.
If `termstatus` is missing, it is assumed to be `MOI.Success`.
If `primstatus` is missing, it is assumed to be `MOI.FeasiblePoint`.
If `dualstatus` is missing, it is assumed to be `MOI.FeasiblePoint` if there is a primal solution and `primstatus` is not `MOI.InfeasiblePoint`, otherwise it is `MOI.InfeasibilityCertificate`.
The dual values are set to the values specified by `conduals`. Each pair is of the form `(F,S)=>[...]` where `[...]` is the the vector of dual values for the constraints `F`-in-`S` in the order returned by `ListOfConstraintIndices{F,S}`.
"""
function mock_optimize!(mock::MockOptimizer, termstatus::MOI.TerminationStatusCode, primal, dual...)
MOI.set!(mock, MOI.TerminationStatus(), termstatus)
MOI.set!(mock, MOI.ResultCount(), 1)
mock_primal!(mock, primal)
mock_dual!(mock, dual...)
end
# Default termination status
mock_optimize!(mock::MockOptimizer, primdual...) = mock_optimize!(mock, MOI.Success, primdual...)
function mock_optimize!(mock::MockOptimizer, termstatus::MOI.TerminationStatusCode)
MOI.set!(mock, MOI.TerminationStatus(), termstatus)
MOI.set!(mock, MOI.ResultCount(), 0)
end
# Primal
mock_primal!(mock, primal::Tuple) = mock_primal!(mock, primal...)
function mock_primal!(mock::MockOptimizer, primstatus::MOI.ResultStatusCode, varprim::Vector...)
MOI.set!(mock, MOI.PrimalStatus(), primstatus)
mock_varprimal!(mock, varprim...)
end
# Default primal status
mock_primal!(mock::MockOptimizer, varprim::Vector) = mock_primal!(mock, MOI.FeasiblePoint, varprim)
function mock_primal!(mock::MockOptimizer)
# No primal solution
mock.hasprimal = false
end
# Sets variable primal to varprim
function mock_varprimal!(mock::MockOptimizer) end
function mock_varprimal!(mock::MockOptimizer, varprim::Vector)
MOI.set!(mock, MOI.VariablePrimal(), MOI.get(mock, MOI.ListOfVariableIndices()), varprim)
end
# Dual
function mock_dual!(mock::MockOptimizer, dualstatus::MOI.ResultStatusCode, conduals::Pair...)
MOI.set!(mock, MOI.DualStatus(), dualstatus)
mock_condual!(mock, conduals...)
end
# Default dual status
function mock_dual!(mock::MockOptimizer, conduals::Pair...)
status = !mock.hasprimal || MOI.get(mock, MOI.PrimalStatus()) == MOI.InfeasiblePoint ? MOI.InfeasibilityCertificate : MOI.FeasiblePoint
mock_dual!(mock, status, conduals...)
end
function mock_dual!(mock::MockOptimizer)
# No dual solution
mock.hasdual = false
end
# Sets constraint dual to conduals
function mock_condual!(mock::MockOptimizer) end
function mock_condual!(mock::MockOptimizer, condual::Pair, conduals...)
F, S = condual.first
duals = condual.second
for (i, ci) in enumerate(MOI.get(mock, MOI.ListOfConstraintIndices{F, S}()))
MOI.set!(mock, MOI.ConstraintDual(), ci, duals[i])
end
mock_condual!(mock, conduals...)
end