@ -2,14 +2,17 @@
# include "storm/utility/macros.h"
# include "storm/utility/macros.h"
# include "storm/logic/Formulas.h"
# include "storm/logic/Formulas.h"
# include "storm/logic/CloneVisitor.h"
# include "storm/storage/memorystructure/MemoryStructureBuilder.h"
# include "storm/storage/memorystructure/MemoryStructureBuilder.h"
# include "storm/storage/memorystructure/SparseModelMemoryProduct.h"
# include "storm/storage/memorystructure/SparseModelMemoryProduct.h"
# include "storm/modelchecker/propositional/SparsePropositionalModelChecker.h"
# include "storm/modelchecker/propositional/SparsePropositionalModelChecker.h"
# include "storm/modelchecker/results/ExplicitQualitativeCheckResult.h"
# include "storm/modelchecker/results/ExplicitQualitativeCheckResult.h"
# include "storm/exceptions/UnexpectedException.h"
# include "storm/exceptions/IllegalArgumentException.h"
# include "storm/exceptions/IllegalArgumentException.h"
# include "storm/exceptions/NotSupportedException.h"
# include "storm/exceptions/NotSupportedException.h"
namespace storm {
namespace storm {
namespace modelchecker {
namespace modelchecker {
namespace multiobjective {
namespace multiobjective {
@ -33,11 +36,18 @@ namespace storm {
subformulas . push_back ( formula . getSubformula ( ) . asSharedPointer ( ) ) ;
subformulas . push_back ( formula . getSubformula ( ) . asSharedPointer ( ) ) ;
} else if ( formula . getSubformula ( ) . isMultiObjectiveFormula ( ) ) {
} else if ( formula . getSubformula ( ) . isMultiObjectiveFormula ( ) ) {
subformulas = formula . getSubformula ( ) . asMultiObjectiveFormula ( ) . getSubformulas ( ) ;
subformulas = formula . getSubformula ( ) . asMultiObjectiveFormula ( ) . getSubformulas ( ) ;
} else {
STORM_LOG_THROW ( false , storm : : exceptions : : NotSupportedException , " Unexpected type of subformula for formula " < < formula ) ;
}
}
for ( auto const & subformula : subformulas ) {
for ( auto const & subformula : subformulas ) {
auto const & boundedUntilFormula = subformula - > asBoundedUntilFormula ( ) ;
auto const & boundedUntilFormula = subformula - > asBoundedUntilFormula ( ) ;
for ( uint64_t dim = 0 ; dim < boundedUntilFormula . getDimension ( ) ; + + dim ) {
for ( uint64_t dim = 0 ; dim < boundedUntilFormula . getDimension ( ) ; + + dim ) {
subObjectives . push_back ( std : : make_pair ( boundedUntilFormula . restrictToDimension ( dim ) , objIndex ) ) ;
subObjectives . push_back ( std : : make_pair ( boundedUntilFormula . restrictToDimension ( dim ) , objIndex ) ) ;
std : : string memLabel = " obj " + std : : to_string ( objIndex ) + " - " + std : : to_string ( dim ) + " _maybe " ;
while ( model . getStateLabeling ( ) . containsLabel ( memLabel ) ) {
memLabel = " _ " + memLabel ;
}
memoryLabels . push_back ( memLabel ) ;
if ( boundedUntilFormula . getTimeBoundReference ( dim ) . isTimeBound ( ) | | boundedUntilFormula . getTimeBoundReference ( dim ) . isStepBound ( ) ) {
if ( boundedUntilFormula . getTimeBoundReference ( dim ) . isTimeBound ( ) | | boundedUntilFormula . getTimeBoundReference ( dim ) . isStepBound ( ) ) {
scaledRewards . push_back ( std : : vector < uint64_t > ( model . getNumberOfChoices ( ) , 1 ) ) ;
scaledRewards . push_back ( std : : vector < uint64_t > ( model . getNumberOfChoices ( ) , 1 ) ) ;
scalingFactors . push_back ( storm : : utility : : one < ValueType > ( ) ) ;
scalingFactors . push_back ( storm : : utility : : one < ValueType > ( ) ) ;
@ -53,11 +63,13 @@ namespace storm {
scalingFactors . push_back ( std : : move ( discretizedRewardsAndFactor . second ) ) ;
scalingFactors . push_back ( std : : move ( discretizedRewardsAndFactor . second ) ) ;
}
}
}
}
}
}
} else if ( formula . isRewardOperatorFormula ( ) & & formula . getSubformula ( ) . isCumulativeRewardFormula ( ) ) {
} else if ( formula . isRewardOperatorFormula ( ) & & formula . getSubformula ( ) . isCumulativeRewardFormula ( ) ) {
subObjectives . push_back ( std : : make_pair ( formula . getSubformula ( ) . asSharedPointer ( ) , objIndex ) ) ;
subObjectives . push_back ( std : : make_pair ( formula . getSubformula ( ) . asSharedPointer ( ) , objIndex ) ) ;
scaledRewards . push_back ( std : : vector < uint64_t > ( model . getNumberOfChoices ( ) , 1 ) ) ;
scaledRewards . push_back ( std : : vector < uint64_t > ( model . getNumberOfChoices ( ) , 1 ) ) ;
scalingFactors . push_back ( storm : : utility : : one < ValueType > ( ) ) ;
scalingFactors . push_back ( storm : : utility : : one < ValueType > ( ) ) ;
memoryLabels . push_back ( boost : : none ) ;
}
}
}
}
}
}
@ -174,50 +186,154 @@ namespace storm {
result . rewardTransitions = allTransitions . filterEntries ( rewardChoices ) ;
result . rewardTransitions = allTransitions . filterEntries ( rewardChoices ) ;
result . intermediateTransitions = allTransitions . filterEntries ( ~ rewardChoices ) ;
result . intermediateTransitions = allTransitions . filterEntries ( ~ rewardChoices ) ;
result . objectiveRewards . resize ( objectives . size ( ) ) ;
result . objectiveRewards . reserve ( objectives . size ( ) ) ;
for ( uint64_t objIndex = 0 ; objIndex < objectives . size ( ) ; + + objIndex ) {
auto const & formula = * this - > objectives [ objIndex ] . formula ;
if ( formula . isProbabilityOperatorFormula ( ) ) {
storm : : modelchecker : : SparsePropositionalModelChecker < storm : : models : : sparse : : Mdp < ValueType > > mc ( * modelMemoryProduct ) ;
storm : : storage : : BitVector dimensions ( subObjectives . size ( ) , false ) ;
std : : vector < uint64_t > dimensionIndexMap ;
for ( uint64_t subObjIndex = 0 ; subObjIndex < subObjectives . size ( ) ; + + subObjIndex ) {
if ( subObjectives [ subObjIndex ] . second = = objIndex ) {
dimensions . set ( subObjIndex , true ) ;
dimensionIndexMap . push_back ( subObjIndex ) ;
}
}
std : : shared_ptr < storm : : logic : : Formula const > sinkStatesFormula ;
for ( auto const & dim : dimensions ) {
auto memLabelFormula = std : : make_shared < storm : : logic : : AtomicLabelFormula > ( memoryLabels [ dim ] . get ( ) ) ;
if ( sinkStatesFormula ) {
sinkStatesFormula = std : : make_shared < storm : : logic : : BinaryBooleanStateFormula > ( storm : : logic : : BinaryBooleanStateFormula : : OperatorType : : Or , sinkStatesFormula , memLabelFormula ) ;
} else {
sinkStatesFormula = memLabelFormula ;
}
}
sinkStatesFormula = std : : make_shared < storm : : logic : : UnaryBooleanStateFormula > ( storm : : logic : : UnaryBooleanStateFormula : : OperatorType : : Not , sinkStatesFormula ) ;
std : : vector < ValueType > objRew ( allTransitions . getRowCount ( ) , storm : : utility : : zero < ValueType > ( ) ) ;
storm : : storage : : BitVector relevantObjectives ( dimensions . getNumberOfSetBits ( ) ) ;
while ( ! relevantObjectives . full ( ) ) {
relevantObjectives . increment ( ) ;
std : : shared_ptr < storm : : logic : : Formula const > relevantStatesFormula ;
std : : shared_ptr < storm : : logic : : Formula const > goalStatesFormula = storm : : logic : : CloneVisitor ( ) . clone ( * sinkStatesFormula ) ;
for ( uint64_t subObjIndex = 0 ; objIndex < dimensionIndexMap . size ( ) ; + + objIndex ) {
std : : shared_ptr < storm : : logic : : Formula > memLabelFormula = std : : make_shared < storm : : logic : : AtomicLabelFormula > ( memoryLabels [ dimensionIndexMap [ subObjIndex ] ] . get ( ) ) ;
if ( relevantObjectives . get ( subObjIndex ) ) {
auto rightSubFormula = subObjectives [ dimensionIndexMap [ subObjIndex ] ] . first - > asBoundedUntilFormula ( ) . getRightSubformula ( ) . asSharedPointer ( ) ;
goalStatesFormula = std : : make_shared < storm : : logic : : BinaryBooleanStateFormula > ( storm : : logic : : BinaryBooleanStateFormula : : OperatorType : : And , goalStatesFormula , rightSubFormula ) ;
} else {
memLabelFormula = std : : make_shared < storm : : logic : : UnaryBooleanStateFormula > ( storm : : logic : : UnaryBooleanStateFormula : : OperatorType : : Not , memLabelFormula ) ;
}
if ( relevantStatesFormula ) {
relevantStatesFormula = std : : make_shared < storm : : logic : : BinaryBooleanStateFormula > ( storm : : logic : : BinaryBooleanStateFormula : : OperatorType : : And , relevantStatesFormula , memLabelFormula ) ;
} else {
relevantStatesFormula = memLabelFormula ;
}
}
storm : : storage : : BitVector relevantStates = mc . check ( * relevantStatesFormula ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) ;
storm : : storage : : BitVector goalStates = mc . check ( * goalStatesFormula ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) ;
storm : : utility : : vector : : addVectors ( objRew , allTransitions . getConstrainedRowGroupSumVector ( relevantStates , goalStates ) , objRew ) ;
}
result . objectiveRewards . push_back ( std : : move ( objRew ) ) ;
// TODO
// Check if the formula is already satisfied in the initial state
// STORM_LOG_THROW((data.originalModel.getInitialStates() & rightSubformulaResult).empty(), storm::exceptions::NotImplementedException, "The Probability for the objective " << *data.objectives.back()->originalFormula << " is always one as the rhs of the until formula is true in the initial state. This (trivial) case is currently not implemented.");
} else if ( formula . isRewardOperatorFormula ( ) ) {
auto const & rewModel = modelMemoryProduct - > getRewardModel ( formula . asRewardOperatorFormula ( ) . getRewardModelName ( ) ) ;
STORM_LOG_THROW ( ! rewModel . hasTransitionRewards ( ) , storm : : exceptions : : NotSupportedException , " Reward model has transition rewards which is not expected. " ) ;
bool rewardCollectedInEpoch = true ;
if ( formula . getSubformula ( ) . isCumulativeRewardFormula ( ) ) {
uint64_t dim = 0 ;
for ( ; subObjectives [ dim ] . second ! = objIndex ; + + dim ) ;
rewardCollectedInEpoch = epoch [ dim ] > = 0 ;
} else {
STORM_LOG_THROW ( formula . getSubformula ( ) . isTotalRewardFormula ( ) , storm : : exceptions : : UnexpectedException , " Unexpected type of formula " < < formula ) ;
}
if ( rewardCollectedInEpoch ) {
result . objectiveRewards . push_back ( rewModel . getTotalRewardVector ( modelMemoryProduct - > getTransitionMatrix ( ) ) ) ;
} else {
result . objectiveRewards . emplace_back ( allTransitions . getRowCount ( ) , storm : : utility : : zero < ValueType > ( ) ) ;
}
} else {
STORM_LOG_THROW ( false , storm : : exceptions : : UnexpectedException , " Unexpected type of formula " < < formula ) ;
}
}
return result ;
}
}
template < typename ValueType >
template < typename ValueType >
storm : : storage : : MemoryStructure MultiDimensionalRewardUnfolding < ValueType > : : computeMemoryStructureForEpoch ( Epoch const & epoch ) const {
storm : : storage : : MemoryStructure MultiDimensionalRewardUnfolding < ValueType > : : computeMemoryStructureForEpoch ( Epoch const & epoch ) const {
// Create a memory structure that remembers whether subobjectives are satisfied
storm : : modelchecker : : SparsePropositionalModelChecker < storm : : models : : sparse : : Mdp < ValueType > > mc ( model ) ;
// Create a memory structure that remembers whether (sub)objectives are satisfied
storm : : storage : : MemoryStructure memory = storm : : storage : : MemoryStructureBuilder < ValueType > : : buildTrivialMemoryStructure ( model ) ;
storm : : storage : : MemoryStructure memory = storm : : storage : : MemoryStructureBuilder < ValueType > : : buildTrivialMemoryStructure ( model ) ;
for ( uint64_t dim = 0 ; dim < subObjectives . size ( ) ; + + dim ) {
for ( uint64_t objIndex = 0 ; objIndex < objectives . size ( ) ; + + objIndex ) {
if ( ! objectives [ objIndex ] . formula - > isProbabilityOperatorFormula ( ) ) {
continue ;
}
storm : : storage : : MemoryStructure objMemory = storm : : storage : : MemoryStructureBuilder < ValueType > : : buildTrivialMemoryStructure ( model ) ;
storm : : storage : : BitVector dimensions ( subObjectives . size ( ) , false ) ;
for ( uint64_t subObjIndex = 0 ; subObjIndex < subObjectives . size ( ) ; + + subObjIndex ) {
if ( subObjectives [ subObjIndex ] . second = = objIndex ) {
dimensions . set ( subObjIndex , true ) ;
}
}
for ( auto const & dim : dimensions ) {
auto const & subObj = subObjectives [ dim ] ;
auto const & subObj = subObjectives [ dim ] ;
if ( subObj . first - > isBoundedUntilFormula ( ) ) {
if ( subObj . first - > isBoundedUntilFormula ( ) ) {
// Create a memory structure that stores whether a non-PhiState or a PsiState has already been reached
// Create a memory structure that stores whether a PsiState has already been reached
storm : : storage : : MemoryStructureBuilder < ValueType > subObjMemBuilder ( 2 , model ) ;
storm : : storage : : MemoryStructureBuilder < ValueType > subObjMemBuilder ( 2 , model ) ;
std : : string memLabel = " obj " + std : : to_string ( subObj . second ) + " - " + std : : to_string ( dim ) + " _relevant " ;
while ( model . getStateLabeling ( ) . containsLabel ( memLabel ) | | memory . getStateLabeling ( ) . containsLabel ( memLabel ) ) {
memLabel = " _ " + memLabel ;
}
subObjMemBuilder . setLabel ( 0 , memLabel ) ;
subObjMemBuilder . setLabel ( 0 , memoryLabels [ dim ] . get ( ) ) ;
if ( epoch [ dim ] > = 0 ) {
if ( epoch [ dim ] > = 0 ) {
storm : : modelchecker : : SparsePropositionalModelChecker < storm : : models : : sparse : : Mdp < ValueType > > mc ( model ) ;
storm : : storage : : BitVector rightSubformulaResult = mc . check ( subObj . first - > asBoundedUntilFormula ( ) . getRightSubformula ( ) ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) ;
storm : : storage : : BitVector rightSubformulaResult = mc . check ( subObj . first - > asBoundedUntilFormula ( ) . getRightSubformula ( ) ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) ;
storm : : storage : : BitVector leftSubformulaResult = mc . check ( subObj . first - > asBoundedUntilFormula ( ) . getLeftSubformula ( ) ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) ;
// TODO ??
// Check if the formula is already satisfied in the initial state
// STORM_LOG_THROW((data.originalModel.getInitialStates() & rightSubformulaResult).empty(), storm::exceptions::NotImplementedException, "The Probability for the objective " << *data.objectives.back()->originalFormula << " is always one as the rhs of the until formula is true in the initial state. This (trivial) case is currently not implemented.");
storm : : storage : : BitVector nonRelevantStates = ~ leftSubformulaResult | rightSubformulaResult ;
subObjMemBuilder . setTransition ( 0 , 0 , ~ nonRelevantStates ) ;
subObjMemBuilder . setTransition ( 0 , 1 , nonRelevantStates ) ;
subObjMemBuilder . setTransition ( 0 , 0 , ~ rightSubformulaResult ) ;
subObjMemBuilder . setTransition ( 0 , 1 , rightSubformulaResult ) ;
subObjMemBuilder . setTransition ( 1 , 1 , storm : : storage : : BitVector ( model . getNumberOfStates ( ) , true ) ) ;
subObjMemBuilder . setTransition ( 1 , 1 , storm : : storage : : BitVector ( model . getNumberOfStates ( ) , true ) ) ;
for ( auto const & initState : model . getInitialStates ( ) ) {
for ( auto const & initState : model . getInitialStates ( ) ) {
subObjMemBuilder . setInitialMemoryState ( initState , nonRelevantStates . get ( initState ) ? 1 : 0 ) ;
subObjMemBuilder . setInitialMemoryState ( initState , rightSubformulaResult . get ( initState ) ? 1 : 0 ) ;
}
}
} else {
} else {
subObjMemBuilder . setTransition ( 0 , 0 , storm : : storage : : BitVector ( model . getNumberOfStates ( ) , true ) ) ;
subObjMemBuilder . setTransition ( 0 , 0 , storm : : storage : : BitVector ( model . getNumberOfStates ( ) , true ) ) ;
subObjMemBuilder . setTransition ( 1 , 1 , storm : : storage : : BitVector ( model . getNumberOfStates ( ) , true ) ) ;
subObjMemBuilder . setTransition ( 1 , 1 , storm : : storage : : BitVector ( model . getNumberOfStates ( ) , true ) ) ;
}
}
storm : : storage : : MemoryStructure subObjMem = subObjMemBuilder . build ( ) ;
storm : : storage : : MemoryStructure subObjMem = subObjMemBuilder . build ( ) ;
memory = memory . product ( subObjMem ) ;
objMemory = objMemory . product ( subObjMem ) ;
}
}
// find the memory state that represents that none of the subobjective is relative anymore
storm : : storage : : BitVector sinkStates ( objMemory . getNumberOfStates ( ) , true ) ;
for ( auto const & dim : dimensions ) {
sinkStates = sinkStates & ~ objMemory . getStateLabeling ( ) . getStates ( memoryLabels [ dim ] . get ( ) ) ;
}
assert ( sinkStates . getNumberOfSetBits ( ) = = 1 ) ;
// When a constraint of at least one until formula is violated, we need to switch to the sink memory state
storm : : storage : : MemoryStructureBuilder < ValueType > objMemBuilder ( objMemory , model ) ;
for ( auto const & dim : dimensions ) {
auto const & subObj = subObjectives [ dim ] ;
storm : : storage : : BitVector constraintModelStates =
~ ( mc . check ( subObj . first - > asBoundedUntilFormula ( ) . getLeftSubformula ( ) ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) |
mc . check ( subObj . first - > asBoundedUntilFormula ( ) . getLeftSubformula ( ) ) - > asExplicitQualitativeCheckResult ( ) . getTruthValuesVector ( ) ) ;
for ( auto const & maybeState : objMemory . getStateLabeling ( ) . getStates ( memoryLabels [ dim ] . get ( ) ) ) {
objMemBuilder . setTransition ( maybeState , * sinkStates . begin ( ) , constraintModelStates ) ;
}
}
}
objMemory = objMemBuilder . build ( ) ;
memory = memory . product ( objMemory ) ;
}
}
return memory ;
return memory ;