@ -9,6 +9,7 @@
# define STORM_COUNTEREXAMPLES_SMTMINIMALCOMMANDSETGENERATOR_MDP_H_
# include <queue>
# include <chrono>
/ / To detect whether the usage of Z3 is possible , this include is neccessary .
# include "storm-config.h"
@ -38,18 +39,34 @@ namespace storm {
# ifdef STORM_HAVE_Z3
private :
struct RelevancyInformation {
/ / The set of relevant states in the model .
storm : : storage : : BitVector relevantStates ;
/ / The set of relevant labels .
std : : set < uint_fast64_t > relevantLabels ;
/ / A set of labels that is definitely known to be taken in the final solution .
std : : set < uint_fast64_t > knownLabels ;
/ / A list of relevant choices for each relevant state .
std : : unordered_map < uint_fast64_t , std : : list < uint_fast64_t > > relevantChoicesForRelevantStates ;
} ;
struct VariableInformation {
/ / The variables associated with the relevant labels .
std : : vector < z3 : : expr > labelVariables ;
/ / A mapping from relevant labels to their indices in the variable vector .
std : : map < uint_fast64_t , uint_fast64_t > labelToIndexMap ;
/ / A set of original auxiliary variables needed for the Fu - Malik procedure .
std : : vector < z3 : : expr > originalAuxiliaryVariables ;
/ / A set of auxiliary variables that may be modified by the MaxSAT procedure .
std : : vector < z3 : : expr > auxiliaryVariables ;
/ / A vector of variables that can be used to constrain the number of variables that are set to true .
std : : vector < z3 : : expr > adderVariables ;
std : : map < uint_fast64_t , uint_fast64_t > labelToIndexMap ;
} ;
/*!
@ -150,7 +167,7 @@ namespace storm {
}
/*!
* Asserts the constraints that are initially known .
* Asserts the constraints that are initially needed for the Fu - Malik procedure .
*
* @ param program The program for which to build the constraints .
* @ param labeledMdp The MDP that results from the given program .
@ -158,17 +175,13 @@ namespace storm {
* @ param solver The solver in which to assert the constraints .
* @ param variableInformation A structure with information about the variables for the labels .
*/
static void assertInitialConstraints ( storm : : ir : : Program const & program , storm : : models : : Mdp < T > const & labeledMdp , storm : : storage : : BitVector const & psiStates , z3 : : context & context , z3 : : solver & solver , VariableInformation const & variableInformation , RelevancyInformation const & relevancyInformation ) {
static void assertFuMalik InitialConstraints ( storm : : ir : : Program const & program , storm : : models : : Mdp < T > const & labeledMdp , storm : : storage : : BitVector const & psiStates , z3 : : context & context , z3 : : solver & solver , VariableInformation const & variableInformation , RelevancyInformation const & relevancyInformation ) {
/ / Assert that at least one of the labels must be taken .
z3 : : expr formula = variableInformation . labelVariables . at ( 0 ) ;
for ( uint_fast64_t index = 1 ; index < variableInformation . labelVariables . size ( ) ; + + index ) {
formula = formula | | variableInformation . labelVariables . at ( index ) ;
}
solver . add ( formula ) ;
for ( uint_fast64_t index = 0 ; index < variableInformation . labelVariables . size ( ) ; + + index ) {
solver . add ( ! variableInformation . labelVariables [ index ] | | variableInformation . originalAuxiliaryVariables [ index ] ) ;
}
}
/*!
@ -185,7 +198,6 @@ namespace storm {
/ / * identify labels that can directly precede a given action
/ / * identify labels that directly reach a target state
/ / * identify labels that can directly follow a given action
/ / * identify labels that can be found on each path to the target states .
std : : set < uint_fast64_t > initialLabels ;
std : : map < uint_fast64_t , std : : set < uint_fast64_t > > precedingLabels ;
@ -650,11 +662,29 @@ namespace storm {
return aux [ 0 ] ;
}
/*!
* Determines whether the bit at the given index is set in the given value .
*
* @ param value The value to test .
* @ param index The index of the bit to test .
* @ return True iff the bit at the given index is set in the given value .
*/
static bool bitIsSet ( uint64_t value , uint64_t index ) {
uint64_t mask = 1 < < ( index & 63 ) ;
return ( value & mask ) ! = 0 ;
}
/*!
* Asserts a constraint in the given solver that expresses that the value encoded by the given input variables
* may at most represent the number k . The constraint is associated with a relaxation variable , that is
* returned by this function and may be used to deactivate the constraint .
*
* @ param context The Z3 context in which to build the expressions .
* @ param solver The solver to use for the satisfiability evaluation .
* @ param input The variables that encode the value to restrict .
* @ param k The bound for the binary - encoded value .
* @ return The relaxation variable associated with the constraint .
*/
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 < < " . " ) ;
@ -695,17 +725,13 @@ namespace storm {
* @ param solver The solver to use for the satisfiability evaluation .
* @ param input The binary encoded input number .
*/
static void assertLessOrEqualOne ( z3 : : context & context , z3 : : solver & solver , std : : vector < z3 : : expr > const & input ) {
std : : vector < z3 : : expr > tmp ;
tmp . reserve ( input . size ( ) - 1 ) ;
for ( uint_fast64_t index = 1 ; index < input . size ( ) ; + + index ) {
tmp . push_back ( ! input [ index ] ) ;
}
assertConjunction ( context , solver , tmp ) ;
static void assertLessOrEqualOne ( z3 : : context & context , z3 : : solver & solver , std : : vector < z3 : : expr > input ) {
std : : transform ( input . begin ( ) , input . end ( ) , input . begin ( ) , [ ] ( z3 : : expr e ) - > z3 : : expr { return ! e ; } ) ;
assertConjunction ( context , solver , input ) ;
}
/*!
* Asserts that at most one of the blocking variable s may be true at any time .
* Asserts that at most one of given literals may be true at any time .
*
* @ param context The Z3 context in which to build the expressions .
* @ param solver The solver to use for the satisfiability evaluation .
@ -809,17 +835,24 @@ namespace storm {
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 ) {
/*!
* Determines the set of labels that was chosen by the given model .
*
* @ param context The Z3 context in which to build the expressions .
* @ param model The Z3 model from which to extract the information .
* @ param variableInformation A structure with information about the variables of the solver .
*/
static std : : set < uint_fast64_t > getUsedLabelSet ( z3 : : context & context , z3 : : model const & model , VariableInformation const & variableInformation ) {
std : : set < uint_fast64_t > result ;
for ( auto const & labelIndexPair : variableInformation . labelToIndexMap ) {
z3 : : expr auxValue = model . eval ( usedVariables . at ( labelIndexPair . second ) ) ;
z3 : : expr auxValue = model . eval ( variableInformation . label Variables. 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 , used Variables. at ( labelIndexPair . second ) ) ) {
} else if ( eq ( auxValue , variableInformation . label Variables. 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. " ;
@ -828,41 +861,14 @@ namespace storm {
return result ;
}
/*!
* Finds the smallest set of labels such that the constraint system of the solver is still satisfiable .
* Asserts an adder structure in the given solver that counts the number of variables that are set to true
* out of the given variables .
*
* @ param context The Z3 context in which to build the expressions .
* @ param solver The solver to use for the satisfiability evaluation .
* @ 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 .
* @ param solver The solver for which to add the adder .
* @ param variableInformation A structure with information about the variables of the solver .
*/
static std : : set < uint_fast64_t > findSmallestCommandSet ( z3 : : context & context , z3 : : solver & solver , VariableInformation & variableInformation , std : : vector < z3 : : expr > & softConstraints , uint_fast64_t & currentBound , uint_fast64_t & nextFreeVariableIndex , bool useFuMalik = false ) {
if ( useFuMalik ) {
while ( ! fuMalikMaxsatStep ( context , solver , variableInformation . auxiliaryVariables , softConstraints , nextFreeVariableIndex ) ) {
/ / Intentionally left empty .
}
/ / 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 ) ;
}
}
static std : : vector < z3 : : expr > assertAdder ( z3 : : context & context , z3 : : solver & solver , VariableInformation const & variableInformation ) {
std : : stringstream variableName ;
std : : vector < z3 : : expr > result ;
@ -878,11 +884,41 @@ namespace storm {
return result ;
}
/*!
* Finds the smallest set of labels such that the constraint system of the solver is still satisfiable .
*
* @ param context The Z3 context in which to build the expressions .
* @ param solver The solver to use for the satisfiability evaluation .
* @ param variableInformation A structure with information about the variables of the solver .
* @ param currentBound The currently known lower bound for the number of labels that need to be enabled
* in order to satisfy the constraint system .
* @ return The smallest set of labels such that the constraint system of the solver is satisfiable .
*/
static std : : set < uint_fast64_t > findSmallestCommandSet ( z3 : : context & context , z3 : : solver & solver , VariableInformation & variableInformation , uint_fast64_t & currentBound ) {
/ / Check if we can find a solution with the current bound .
z3 : : expr assumption = ! variableInformation . auxiliaryVariables . back ( ) ;
/ / As long as the constraints are unsatisfiable , we need to relax the last at - most - k constraint and
/ / try with an increased bound .
while ( solver . check ( 1 , & assumption ) = = z3 : : unsat ) {
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 ) ;
}
# endif
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 = false ) {
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 ) {
# ifdef STORM_HAVE_Z3
auto startTime = std : : chrono : : high_resolution_clock : : now ( ) ;
storm : : utility : : ir : : defineUndefinedConstants ( program , constantDefinitionString ) ;
/ / ( 0 ) Check whether the MDP is indeed labeled .
@ -890,7 +926,16 @@ namespace storm {
throw storm : : exceptions : : InvalidArgumentException ( ) < < " Minimal command set generation is impossible for unlabeled model. " ;
}
/ / ( 1 ) FIXME : check whether its possible to exceed the threshold if checkThresholdFeasible is set .
/ / ( 1 ) Check whether its possible to exceed the threshold if checkThresholdFeasible is set .
double maximalReachabilityProbability = 0 ;
storm : : modelchecker : : prctl : : SparseMdpPrctlModelChecker < T > modelchecker ( labeledMdp , new storm : : solver : : GmmxxNondeterministicLinearEquationSolver < T > ( ) ) ;
std : : vector < T > result = modelchecker . checkUntil ( false , phiStates , psiStates , false , nullptr ) ;
for ( auto state : labeledMdp . getInitialStates ( ) ) {
maximalReachabilityProbability = std : : max ( maximalReachabilityProbability , result [ state ] ) ;
}
if ( maximalReachabilityProbability < = probabilityThreshold ) {
throw storm : : exceptions : : InvalidArgumentException ( ) < < " Given probability threshold " < < probabilityThreshold < < " can not be achieved in model with maximal reachability probability of " < < maximalReachabilityProbability < < " . " ;
}
/ / ( 2 ) Identify all states and commands that are relevant , because only these need to be considered later .
RelevancyInformation relevancyInformation = determineRelevantStatesAndLabels ( labeledMdp , phiStates , psiStates ) ;
@ -905,52 +950,32 @@ namespace storm {
/ / ( 5 ) After all variables have been created , create a solver for that context .
z3 : : solver solver ( context ) ;
/ / ( 5 ) Build the initial constraint system .
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 .
if ( useFuMalik ) {
variableInformation . auxiliaryVariables = variableInformation . originalAuxiliaryVariables ;
} else {
/ / ( 6 ) Now assert an adder whose result variables can later be used to constrain the nummber of label
/ / variables that were set to true . Initially , we are looking for a solution that has no label enabled
/ / and subsequently relax that .
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 .
/ / ( 7 ) Add constraints that cut off a lot of suboptimal solutions .
assertExplicitCuts ( labeledMdp , psiStates , variableInformation , relevancyInformation , context , solver ) ;
LOG4CPLUS_DEBUG ( logger , " Asserted explicit cuts. " ) ;
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
/ / ( 8 ) 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 .
/ / Otherwise , the current solution has to be ruled out and the next smallest solution is retrieved from
/ / the solver .
/ / Start by building the initial vector of constraints out of which we want to satisfy maximally many .
std : : vector < z3 : : expr > softConstraints ;
softConstraints . reserve ( variableInformation . labelVariables . size ( ) ) ;
for ( auto const & labelExpr : variableInformation . labelVariables ) {
softConstraints . push_back ( ! labelExpr ) ;
}
/ / Create an index counter that keeps track of the next free index we can use for blocking variables .
uint_fast64_t nextFreeVariableIndex = 0 ;
/ / Keep track of the command set we used to achieve the current probability as well as the probability
/ / itself .
/ / Set up some variables for the iterations .
std : : set < uint_fast64_t > commandSet ( relevancyInformation . relevantLabels ) ;
double maximalReachabilityProbability = 0 ;
bool done = false ;
uint_fast64_t iterations = 0 ;
uint_fast64_t currentBound = 0 ;
maximalReachabilityProbability = 0 ;
do {
LOG4CPLUS_DEBUG ( logger , " Computing minimal command set. " ) ;
commandSet = findSmallestCommandSet ( context , solver , variableInformation , softConstraints , currentBound , nextFreeVariableIndex , useFuMalik ) ;
commandSet = findSmallestCommandSet ( context , solver , variableInformation , currentBound ) ;
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 .
@ -976,13 +1001,12 @@ namespace storm {
} while ( ! done ) ;
LOG4CPLUS_INFO ( logger , " Found minimal label set after " < < iterations < < " iterations. " ) ;
/ / Verify the results .
storm : : ir : : Program programCopy ( program ) ;
programCopy . restrictCommands ( commandSet ) ;
std : : cout < < programCopy . toString ( ) < < std : : endl ;
/ / ( 8 ) Return the resulting command set after undefining the constants .
/ / ( 9 ) Return the resulting command set after undefining the constants .
storm : : utility : : ir : : undefineUndefinedConstants ( program ) ;
auto endTime = std : : chrono : : high_resolution_clock : : now ( ) ;
LOG4CPLUS_WARN ( logger , " Computed minimal command set of size " < < commandSet . size ( ) < < " in " < < std : : chrono : : duration_cast < std : : chrono : : milliseconds > ( endTime - startTime ) . count ( ) < < " ms. " ) ;
return commandSet ;
# else