@ -65,9 +65,6 @@ namespace storm {
/ / Create result .
/ / Create result .
RelevancyInformation relevancyInformation ;
RelevancyInformation relevancyInformation ;
/ / Compute the set of labels that are known to be taken in any case .
relevancyInformation . knownLabels = storm : : utility : : counterexamples : : getGuaranteedLabelSet ( labeledMdp , psiStates , relevancyInformation . relevantLabels ) ;
/ / Compute all relevant states , i . e . states for which there exists a scheduler that has a non - zero
/ / Compute all relevant states , i . e . states for which there exists a scheduler that has a non - zero
/ / probabilitiy of satisfying phi until psi .
/ / probabilitiy of satisfying phi until psi .
storm : : storage : : SparseMatrix < bool > backwardTransitions = labeledMdp . getBackwardTransitions ( ) ;
storm : : storage : : SparseMatrix < bool > backwardTransitions = labeledMdp . getBackwardTransitions ( ) ;
@ -94,10 +91,7 @@ namespace storm {
/ / If there is a relevant successor , we need to add the labels of the current choice .
/ / If there is a relevant successor , we need to add the labels of the current choice .
if ( relevancyInformation . relevantStates . get ( * successorIt ) | | psiStates . get ( * successorIt ) ) {
if ( relevancyInformation . relevantStates . get ( * successorIt ) | | psiStates . get ( * successorIt ) ) {
for ( auto const & label : choiceLabeling [ row ] ) {
for ( auto const & label : choiceLabeling [ row ] ) {
/ / Only insert the label if it ' s not already known .
if ( relevancyInformation . knownLabels . find ( label ) = = relevancyInformation . knownLabels . end ( ) ) {
relevancyInformation . relevantLabels . insert ( label ) ;
}
relevancyInformation . relevantLabels . insert ( label ) ;
}
}
if ( ! currentChoiceRelevant ) {
if ( ! currentChoiceRelevant ) {
currentChoiceRelevant = true ;
currentChoiceRelevant = true ;
@ -108,6 +102,14 @@ namespace storm {
}
}
}
}
/ / Compute the set of labels that are known to be taken in any case .
relevancyInformation . knownLabels = storm : : utility : : counterexamples : : getGuaranteedLabelSet ( labeledMdp , psiStates , relevancyInformation . relevantLabels ) ;
if ( ! relevancyInformation . knownLabels . empty ( ) ) {
std : : set < uint_fast64_t > remainingLabels ;
std : : set_difference ( relevancyInformation . relevantLabels . begin ( ) , relevancyInformation . relevantLabels . end ( ) , relevancyInformation . knownLabels . begin ( ) , relevancyInformation . knownLabels . end ( ) , std : : inserter ( remainingLabels , remainingLabels . begin ( ) ) ) ;
relevancyInformation . relevantLabels = remainingLabels ;
}
LOG4CPLUS_DEBUG ( logger , " Found " < < relevancyInformation . relevantLabels . size ( ) < < " relevant and " < < relevancyInformation . knownLabels . size ( ) < < " known labels. " ) ;
LOG4CPLUS_DEBUG ( logger , " Found " < < relevancyInformation . relevantLabels . size ( ) < < " relevant and " < < relevancyInformation . knownLabels . size ( ) < < " known labels. " ) ;
return relevancyInformation ;
return relevancyInformation ;
@ -141,11 +143,9 @@ namespace storm {
variableName . str ( " " ) ;
variableName . str ( " " ) ;
variableName < < " h " < < label ;
variableName < < " h " < < label ;
variableInformation . auxiliaryVariables . push_back ( context . bool_const ( variableName . str ( ) . c_str ( ) ) ) ;
variableInformation . origin alA uxiliaryVariables. push_back ( context . bool_const ( variableName . str ( ) . c_str ( ) ) ) ;
}
}
variableInformation . originalAuxiliaryVariables = variableInformation . auxiliaryVariables ;
return variableInformation ;
return variableInformation ;
}
}
@ -165,9 +165,9 @@ namespace storm {
formula = formula | | variableInformation . labelVariables . at ( index ) ;
formula = formula | | variableInformation . labelVariables . at ( index ) ;
}
}
solver . add ( formula ) ;
solver . add ( formula ) ;
for ( uint_fast64_t index = 0 ; index < variableInformation . labelVariables . size ( ) ; + + index ) {
for ( uint_fast64_t index = 0 ; index < variableInformation . labelVariables . size ( ) ; + + index ) {
solver . add ( ! variableInformation . labelVariables [ index ] | | variableInformation . auxiliaryVariables [ index ] ) ;
solver . add ( ! variableInformation . labelVariables [ index ] | | variableInformation . origin alA uxiliaryVariables[ index ] ) ;
}
}
}
}
@ -294,7 +294,9 @@ namespace storm {
if ( intersection . empty ( ) ) {
if ( intersection . empty ( ) ) {
formulae . push_back ( ! variableInformation . labelVariables . at ( variableInformation . labelToIndexMap . at ( labelSetPair . first ) ) ) ;
formulae . push_back ( ! variableInformation . labelVariables . at ( variableInformation . labelToIndexMap . at ( labelSetPair . first ) ) ) ;
for ( auto followingLabel : labelSetPair . second ) {
for ( auto followingLabel : labelSetPair . second ) {
formulae . push_back ( variableInformation . labelVariables . at ( variableInformation . labelToIndexMap . at ( followingLabel ) ) ) ;
if ( followingLabel ! = labelSetPair . first ) {
formulae . push_back ( variableInformation . labelVariables . at ( variableInformation . labelToIndexMap . at ( followingLabel ) ) ) ;
}
}
}
} else {
} else {
/ / If the intersection was non - empty , we clear the set so we can re - use it later .
/ / If the intersection was non - empty , we clear the set so we can re - use it later .
@ -453,7 +455,10 @@ namespace storm {
storm : : ir : : Command const & otherCommand = otherModule . getCommand ( otherCommandIndex ) ;
storm : : ir : : Command const & otherCommand = otherModule . getCommand ( otherCommandIndex ) ;
/ / We don ' t need to consider irrelevant commands and the command itself .
/ / We don ' t need to consider irrelevant commands and the command itself .
if ( relevancyInformation . relevantLabels . find ( otherCommand . getGlobalIndex ( ) ) = = relevancyInformation . relevantLabels . end ( ) ) continue ;
if ( relevancyInformation . relevantLabels . find ( otherCommand . getGlobalIndex ( ) ) = = relevancyInformation . relevantLabels . end ( )
& & relevancyInformation . knownLabels . find ( otherCommand . getGlobalIndex ( ) ) = = relevancyInformation . knownLabels . end ( ) ) {
continue ;
}
if ( moduleIndex = = otherModuleIndex & & commandIndex = = otherCommandIndex ) continue ;
if ( moduleIndex = = otherModuleIndex & & commandIndex = = otherCommandIndex ) continue ;
std : : vector < z3 : : expr > formulae ;
std : : vector < z3 : : expr > formulae ;
@ -502,6 +507,7 @@ namespace storm {
/ / We should assert the implications if they are not already known to be true anyway .
/ / We should assert the implications if they are not already known to be true anyway .
std : : set < uint_fast64_t > knownImplications ;
std : : set < uint_fast64_t > knownImplications ;
std : : set_intersection ( actualImplications . begin ( ) , actualImplications . end ( ) , relevancyInformation . knownLabels . begin ( ) , relevancyInformation . knownLabels . end ( ) , std : : inserter ( knownImplications , knownImplications . begin ( ) ) ) ;
std : : set_intersection ( actualImplications . begin ( ) , actualImplications . end ( ) , relevancyInformation . knownLabels . begin ( ) , relevancyInformation . knownLabels . end ( ) , std : : inserter ( knownImplications , knownImplications . begin ( ) ) ) ;
if ( knownImplications . empty ( ) ) {
if ( knownImplications . empty ( ) ) {
for ( auto label : actualImplications ) {
for ( auto label : actualImplications ) {
formulae . push_back ( variableInformation . labelVariables . at ( variableInformation . labelToIndexMap . at ( label ) ) ) ;
formulae . push_back ( variableInformation . labelVariables . at ( variableInformation . labelToIndexMap . at ( label ) ) ) ;
@ -555,7 +561,7 @@ namespace storm {
* result bit .
* result bit .
*/
*/
static std : : pair < z3 : : expr , z3 : : expr > createFullAdder ( z3 : : expr in1 , z3 : : expr in2 , z3 : : expr carryIn ) {
static std : : pair < z3 : : expr , z3 : : expr > createFullAdder ( z3 : : expr in1 , z3 : : expr in2 , z3 : : expr carryIn ) {
z3 : : expr resultBit = ( in1 & & ! in2 & & ! carryIn ) | | ( ! in1 & & in2 & & ! carryIn ) | | ( ! in1 & & ! in2 & & carryIn ) ;
z3 : : expr resultBit = ( in1 & & ! in2 & & ! carryIn ) | | ( ! in1 & & in2 & & ! carryIn ) | | ( ! in1 & & ! in2 & & carryIn ) | | ( in1 & & in2 & & carryIn ) ;
z3 : : expr carryBit = in1 & & in2 | | in1 & & carryIn | | in2 & & carryIn ;
z3 : : expr carryBit = in1 & & in2 | | in1 & & carryIn | | in2 & & carryIn ;
return std : : make_pair ( carryBit , resultBit ) ;
return std : : make_pair ( carryBit , resultBit ) ;
@ -605,6 +611,7 @@ namespace storm {
*/
*/
static std : : vector < std : : vector < z3 : : expr > > createAdderPairs ( z3 : : context & context , std : : vector < std : : vector < z3 : : expr > > const & in ) {
static std : : vector < std : : vector < z3 : : expr > > createAdderPairs ( z3 : : context & context , std : : vector < std : : vector < z3 : : expr > > const & in ) {
std : : vector < std : : vector < z3 : : expr > > result ;
std : : vector < std : : vector < z3 : : expr > > result ;
result . reserve ( in . size ( ) / 2 + in . size ( ) % 2 ) ;
result . reserve ( in . size ( ) / 2 + in . size ( ) % 2 ) ;
for ( uint_fast64_t index = 0 ; index < in . size ( ) / 2 ; + + index ) {
for ( uint_fast64_t index = 0 ; index < in . size ( ) / 2 ; + + index ) {
@ -612,10 +619,10 @@ namespace storm {
}
}
if ( in . size ( ) % 2 ! = 0 ) {
if ( in . size ( ) % 2 ! = 0 ) {
result . push_back ( in [ in . size ( ) - 1 ] ) ;
result . push_back ( in . back ( ) ) ;
result . back ( ) . push_back ( context . bool_val ( false ) ) ;
result . back ( ) . push_back ( context . bool_val ( false ) ) ;
}
}
return result ;
return result ;
}
}
@ -627,6 +634,8 @@ namespace storm {
* @ return A bit vector representing the number of literals that are set to true .
* @ return A bit vector representing the number of literals that are set to true .
*/
*/
static std : : vector < z3 : : expr > createCounterCircuit ( z3 : : context & context , std : : vector < z3 : : expr > const & literals ) {
static std : : vector < z3 : : expr > createCounterCircuit ( z3 : : context & context , std : : vector < z3 : : expr > const & literals ) {
LOG4CPLUS_DEBUG ( logger , " Creating counter circuit for " < < literals . size ( ) < < " literals. " ) ;
/ / Create the auxiliary vector .
/ / Create the auxiliary vector .
std : : vector < std : : vector < z3 : : expr > > aux ;
std : : vector < std : : vector < z3 : : expr > > aux ;
for ( uint_fast64_t index = 0 ; index < literals . size ( ) ; + + index ) {
for ( uint_fast64_t index = 0 ; index < literals . size ( ) ; + + index ) {
@ -641,6 +650,44 @@ namespace storm {
return aux [ 0 ] ;
return aux [ 0 ] ;
}
}
static bool bitIsSet ( uint64_t value , uint64_t index ) {
uint64_t mask = 1 < < ( index & 63 ) ;
return ( value & mask ) ! = 0 ;
}
static z3 : : expr assertLessOrEqualKRelaxed ( z3 : : context & context , z3 : : solver & solver , std : : vector < z3 : : expr > const & input , uint64_t k ) {
LOG4CPLUS_DEBUG ( logger , " Asserting solution has size less or equal " < < k < < " . " ) ;
z3 : : expr result ( context ) ;
if ( bitIsSet ( k , 0 ) ) {
result = context . bool_val ( true ) ;
} else {
result = ! input . at ( 0 ) ;
}
for ( uint_fast64_t index = 1 ; index < input . size ( ) ; + + index ) {
z3 : : expr i1 ( context ) ;
z3 : : expr i2 ( context ) ;
if ( bitIsSet ( k , index ) ) {
i1 = ! input . at ( index ) ;
i2 = result ;
} else {
i1 = context . bool_val ( false ) ;
i2 = context . bool_val ( false ) ;
}
result = i1 | | i2 | | ( ! input . at ( index ) & & result ) ;
}
std : : stringstream variableName ;
variableName < < " relaxed " < < k ;
z3 : : expr relaxingVariable = context . bool_const ( variableName . str ( ) . c_str ( ) ) ;
result = result | | relaxingVariable ;
solver . add ( result ) ;
return relaxingVariable ;
}
/*!
/*!
* Asserts that the input vector encodes a decimal smaller or equal to one .
* Asserts that the input vector encodes a decimal smaller or equal to one .
*
*
@ -762,6 +809,25 @@ namespace storm {
solver . add ( blockSolutionExpression ) ;
solver . add ( blockSolutionExpression ) ;
}
}
static std : : set < uint_fast64_t > getUsedLabelSet ( z3 : : context & context , z3 : : model const & model , VariableInformation const & variableInformation , std : : vector < z3 : : expr > const & usedVariables ) {
std : : set < uint_fast64_t > result ;
for ( auto const & labelIndexPair : variableInformation . labelToIndexMap ) {
z3 : : expr auxValue = model . eval ( usedVariables . at ( labelIndexPair . second ) ) ;
/ / Check whether the auxiliary variable was set or not .
if ( eq ( auxValue , context . bool_val ( true ) ) ) {
result . insert ( labelIndexPair . first ) ;
} else if ( eq ( auxValue , context . bool_val ( false ) ) ) {
/ / Nothing to do in this case .
} else if ( eq ( auxValue , usedVariables . at ( labelIndexPair . second ) ) ) {
/ / If the auxiliary variable is a don ' t care , then we don ' t take the corresponding command .
} else {
throw storm : : exceptions : : InvalidStateException ( ) < < " Could not retrieve value of boolean variable from illegal value. " ;
}
}
return result ;
}
/*!
/*!
* Finds the smallest set of labels such that the constraint system of the solver is still satisfiable .
* Finds the smallest set of labels such that the constraint system of the solver is still satisfiable .
@ -771,55 +837,42 @@ namespace storm {
* @ param variableInformation A structure with information about the variables for the labels .
* @ param variableInformation A structure with information about the variables for the labels .
* @ return The smallest set of labels such that the constraint system of the solver is still satisfiable .
* @ return The smallest set of labels such that the constraint system of the solver is still satisfiable .
*/
*/
static std : : set < uint_fast64_t > findSmallestCommandSet ( z3 : : context & context , z3 : : solver & solver , VariableInformation & variableInformation , std : : vector < z3 : : expr > & softConstraints , uint_fast64_t known Bound , uint_fast64_t & nextFreeVariableIndex , bool useFuMalik = false ) {
static std : : set < uint_fast64_t > findSmallestCommandSet ( z3 : : context & context , z3 : : solver & solver , VariableInformation & variableInformation , std : : vector < z3 : : expr > & softConstraints , uint_fast64_t & current Bound, uint_fast64_t & nextFreeVariableIndex , bool useFuMalik = false ) {
if ( useFuMalik ) {
if ( useFuMalik ) {
while ( ! fuMalikMaxsatStep ( context , solver , variableInformation . auxiliaryVariables , softConstraints , nextFreeVariableIndex ) ) {
while ( ! fuMalikMaxsatStep ( context , solver , variableInformation . auxiliaryVariables , softConstraints , nextFreeVariableIndex ) ) {
/ / Intentionally left empty .
/ / Intentionally left empty .
}
}
} else {
/ / for ( uint_fast64_t currentBound = knownBound ; currentBound > 0 ; + + currentBound ) {
/ / solver . push ( ) ;
/ / assertAtMostK ( context , solver , variableInformation . adderVariables ) ;
/ /
/ / if ( solver . check ( ) = = z3 : : unsat ) {
/ / / / If the system has become unsat , we need to retract the last constraint .
/ / solver . pop ( ) ;
/ / } else {
/ / / / If the system is still satisfiable
/ / z3 : : model model = solver . get_model ( ) ;
/ / }
/ / }
throw storm : : exceptions : : InvalidStateException ( ) < < " Error! " ;
}
/ / Now we are ready to construct the label set from the model of the solver .
std : : set < uint_fast64_t > result ;
z3 : : model model = solver . get_model ( ) ;
for ( auto const & labelIndexPair : variableInformation . labelToIndexMap ) {
z3 : : expr auxValue = model . eval ( variableInformation . originalAuxiliaryVariables [ labelIndexPair . second ] ) ;
/ / Check whether the auxiliary variable was set or not .
if ( eq ( auxValue , context . bool_val ( true ) ) ) {
result . insert ( labelIndexPair . first ) ;
} else if ( eq ( auxValue , context . bool_val ( false ) ) ) {
/ / Nothing to do in this case .
} else if ( eq ( auxValue , variableInformation . originalAuxiliaryVariables [ labelIndexPair . second ] ) ) {
/ / If the auxiliary variable is a don ' t care , then we don ' t take the corresponding command .
} else {
throw storm : : exceptions : : InvalidStateException ( ) < < " Could not retrieve value of boolean variable from illegal value. " ;
/ / Now we are ready to construct the label set from the model of the solver .
return getUsedLabelSet ( context , solver . get_model ( ) , variableInformation , variableInformation . originalAuxiliaryVariables ) ;
} else {
/ / Check if we can find a solution with the current bound .
z3 : : expr assumption = ! variableInformation . auxiliaryVariables . back ( ) ;
while ( solver . check ( 1 , & assumption ) = = z3 : : unsat ) {
/ / If the constraints are unsatisfiable , we need to relax the last at - most - k constraint and
/ / try with an increased bound .
LOG4CPLUS_DEBUG ( logger , " Constraint system is unsatisfiable with at most " < < currentBound < < " taken commands; increasing bound. " ) ;
solver . add ( variableInformation . auxiliaryVariables . back ( ) ) ;
variableInformation . auxiliaryVariables . push_back ( assertLessOrEqualKRelaxed ( context , solver , variableInformation . adderVariables , + + currentBound ) ) ;
assumption = ! variableInformation . auxiliaryVariables . back ( ) ;
}
}
/ / At this point we know that the constraint system was satisfiable , so compute the induced label
/ / set and return it .
return getUsedLabelSet ( context , solver . get_model ( ) , variableInformation , variableInformation . labelVariables ) ;
}
}
return result ;
}
}
static std : : vector < z3 : : expr > assertAdder ( z3 : : context & context , z3 : : solver & solver , VariableInformation const & variableInformation ) {
static std : : vector < z3 : : expr > assertAdder ( z3 : : context & context , z3 : : solver & solver , VariableInformation const & variableInformation ) {
std : : stringstream variableName ;
std : : vector < z3 : : expr > result ;
std : : vector < z3 : : expr > result ;
std : : vector < z3 : : expr > adderVariables = createCounterCircuit ( context , variableInformation . originalAuxiliary Variables) ;
std : : vector < z3 : : expr > adderVariables = createCounterCircuit ( context , variableInformation . label Variables) ;
for ( uint_fast64_t i = 0 ; i < adderVariables . size ( ) ; + + i ) {
for ( uint_fast64_t i = 0 ; i < adderVariables . size ( ) ; + + i ) {
result . push_back ( context . bool_const ( " " ) ) ;
variableName . str ( " " ) ;
variableName . clear ( ) ;
variableName < < " adder " < < i ;
result . push_back ( context . bool_const ( variableName . str ( ) . c_str ( ) ) ) ;
solver . add ( implies ( adderVariables [ i ] , result . back ( ) ) ) ;
solver . add ( implies ( adderVariables [ i ] , result . back ( ) ) ) ;
}
}
@ -828,7 +881,7 @@ namespace storm {
# endif
# endif
public :
public :
static std : : set < uint_fast64_t > getMinimalCommandSet ( storm : : ir : : Program program , std : : string const & constantDefinitionString , storm : : models : : Mdp < T > const & labeledMdp , storm : : storage : : BitVector const & phiStates , storm : : storage : : BitVector const & psiStates , double probabilityThreshold , bool checkThresholdFeasible = false , bool useFuMalik = tru e) {
static std : : set < uint_fast64_t > getMinimalCommandSet ( storm : : ir : : Program program , std : : string const & constantDefinitionString , storm : : models : : Mdp < T > const & labeledMdp , storm : : storage : : BitVector const & phiStates , storm : : storage : : BitVector const & psiStates , double probabilityThreshold , bool checkThresholdFeasible = false , bool useFuMalik = fals e) {
# ifdef STORM_HAVE_Z3
# ifdef STORM_HAVE_Z3
storm : : utility : : ir : : defineUndefinedConstants ( program , constantDefinitionString ) ;
storm : : utility : : ir : : defineUndefinedConstants ( program , constantDefinitionString ) ;
@ -847,21 +900,30 @@ namespace storm {
/ / ( 4 ) Create the variables for the relevant commands .
/ / ( 4 ) Create the variables for the relevant commands .
VariableInformation variableInformation = createExpressionsForRelevantLabels ( context , relevancyInformation . relevantLabels ) ;
VariableInformation variableInformation = createExpressionsForRelevantLabels ( context , relevancyInformation . relevantLabels ) ;
LOG4CPLUS_DEBUG ( logger , " Created variables. " ) ;
/ / ( 5 ) After all variables have been created , create a solver for that context .
/ / ( 5 ) After all variables have been created , create a solver for that context .
z3 : : solver solver ( context ) ;
z3 : : solver solver ( context ) ;
/ / ( 5 ) Build the initial constraint system .
/ / ( 5 ) Build the initial constraint system .
assertInitialConstraints ( program , labeledMdp , psiStates , context , solver , variableInformation , relevancyInformation ) ;
if ( useFuMalik ) {
assertInitialConstraints ( program , labeledMdp , psiStates , context , solver , variableInformation , relevancyInformation ) ;
LOG4CPLUS_DEBUG ( logger , " Asserted initial constraints. " ) ;
}
/ / ( 6 ) If we are supposed to use the counter - circuit method , we need to assert the adder circuit .
/ / ( 6 ) If we are supposed to use the counter - circuit method , we need to assert the adder circuit .
if ( ! useFuMalik ) {
if ( useFuMalik ) {
variableInformation . auxiliaryVariables = variableInformation . originalAuxiliaryVariables ;
} else {
variableInformation . adderVariables = assertAdder ( context , solver , variableInformation ) ;
variableInformation . adderVariables = assertAdder ( context , solver , variableInformation ) ;
variableInformation . auxiliaryVariables . push_back ( assertLessOrEqualKRelaxed ( context , solver , variableInformation . adderVariables , 0 ) ) ;
}
}
/ / ( 6 ) Add constraints that cut off a lot of suboptimal solutions .
/ / ( 6 ) Add constraints that cut off a lot of suboptimal solutions .
assertExplicitCuts ( labeledMdp , psiStates , variableInformation , relevancyInformation , context , solver ) ;
assertExplicitCuts ( labeledMdp , psiStates , variableInformation , relevancyInformation , context , solver ) ;
LOG4CPLUS_DEBUG ( logger , " Asserted explicit cuts. " ) ;
assertSymbolicCuts ( program , labeledMdp , variableInformation , relevancyInformation , context , solver ) ;
assertSymbolicCuts ( program , labeledMdp , variableInformation , relevancyInformation , context , solver ) ;
LOG4CPLUS_DEBUG ( logger , " Asserted symbolic cuts. " ) ;
/ / ( 7 ) Find the smallest set of commands that satisfies all constraints . If the probability of
/ / ( 7 ) Find the smallest set of commands that satisfies all constraints . If the probability of
/ / satisfying phi until psi exceeds the given threshold , the set of labels is minimal and can be returned .
/ / satisfying phi until psi exceeds the given threshold , the set of labels is minimal and can be returned .
@ -884,9 +946,11 @@ namespace storm {
double maximalReachabilityProbability = 0 ;
double maximalReachabilityProbability = 0 ;
bool done = false ;
bool done = false ;
uint_fast64_t iterations = 0 ;
uint_fast64_t iterations = 0 ;
uint_fast64_t currentBound = 0 ;
do {
do {
LOG4CPLUS_DEBUG ( logger , " Computing minimal command set. " ) ;
LOG4CPLUS_DEBUG ( logger , " Computing minimal command set. " ) ;
commandSet = findSmallestCommandSet ( context , solver , variableInformation , softConstraints , commandSet . size ( ) , nextFreeVariableIndex , useFuMalik ) ;
commandSet = findSmallestCommandSet ( context , solver , variableInformation , softConstraints , currentBound , nextFreeVariableIndex , useFuMalik ) ;
LOG4CPLUS_DEBUG ( logger , " Computed minimal command set of size " < < commandSet . size ( ) < < " . " ) ;
LOG4CPLUS_DEBUG ( logger , " Computed minimal command set of size " < < commandSet . size ( ) < < " . " ) ;
/ / Restrict the given MDP to the current set of labels and compute the reachability probability .
/ / Restrict the given MDP to the current set of labels and compute the reachability probability .