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Policy
Iteration
Value
Iteration
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public boolean performReachabilityFrom(State si){
public boolean performReachabilityFrom(State si){
HashableState sih = this.stateHash(si);
HashableState sih = this.stateHash(si);
//if this is not a new state and we are not required to perform a new reachability analysis, then this method does not need to do anything.
//if this is not a new state and we are not required to perform a new reachability analysis, then this method does not need to do anything.
if(valueFunction.containsKey(sih) && this.foundReachableStates){
if(valueFunction.containsKey(sih) && this.foundReachableStates){
return false; //no need for additional reachability testing
return false; //no need for additional reachability testing
}
}
DPrint.cl(this.debugCode, "Starting reachability analysis");
DPrint.cl(this.debugCode, "Starting reachability analysis");
//add to the open list
//add to the open list
LinkedList <HashableState> openList = new LinkedList<HashableState>();
LinkedList <HashableState> openList = new LinkedList<HashableState>();
Set <HashableState> openedSet = new HashSet<HashableState>();
Set <HashableState> openedSet = new HashSet<HashableState>();
openList.offer(sih);
openList.offer(sih);
openedSet.add(sih);
openedSet.add(sih);
while(!openList.isEmpty()){
while(!openList.isEmpty()){
HashableState sh = openList.poll();
HashableState sh = openList.poll();
//skip this if it's already been expanded
//skip this if it's already been expanded
if(valueFunction.containsKey(sh)){
if(valueFunction.containsKey(sh)){
continue;
continue;
}
}
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//do not need to expand from terminal states
//do not need to expand from terminal states
if set to prune
if(
model.terminal(sh.s())
){
if(
this.
model.terminal(sh.s())
&& stopReachabilityFromTerminalStates
){
continue;
continue;
}
}
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valueFunction.put(sh,
valueInitializer.value(sh.s()));
this.
valueFunction.put(sh,
this.
valueInitializer.value(sh.s()));
List<Action> actions = this.applicableActions(sh.s());
List<Action> actions = this.applicableActions(sh.s());
for(Action a : actions){
for(Action a : actions){
List<TransitionProb> tps = ((FullModel)model).transitions(sh.s(), a);
List<TransitionProb> tps = ((FullModel)model).transitions(sh.s(), a);
for(TransitionProb tp : tps){
for(TransitionProb tp : tps){
HashableState tsh = this.stateHash(tp.eo.op);
HashableState tsh = this.stateHash(tp.eo.op);
if(!openedSet.contains(tsh) && !valueFunction.containsKey(tsh)){
if(!openedSet.contains(tsh) && !valueFunction.containsKey(tsh)){
openedSet.add(tsh);
openedSet.add(tsh);
openList.offer(tsh);
openList.offer(tsh);
}
}
}
}
}
}
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}
}
DPrint.cl(this.debugCode, "Finished reachability analysis; # states: " + valueFunction.size());
DPrint.cl(this.debugCode, "Finished reachability analysis; # states: " + valueFunction.size());
this.foundReachableStates = true;
this.foundReachableStates = true;
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this.hasRunVI = false;
return true;
return true;
}
}
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Policy Iteration public boolean performReachabilityFrom(State si){ HashableState sih = this.stateHash(si); //if this is not a new state and we are not required to perform a new reachability analysis, then this method does not need to do anything. if(valueFunction.containsKey(sih) && this.foundReachableStates){ return false; //no need for additional reachability testing } DPrint.cl(this.debugCode, "Starting reachability analysis"); //add to the open list LinkedList <HashableState> openList = new LinkedList<HashableState>(); Set <HashableState> openedSet = new HashSet<HashableState>(); openList.offer(sih); openedSet.add(sih); while(!openList.isEmpty()){ HashableState sh = openList.poll(); //skip this if it's already been expanded if(valueFunction.containsKey(sh)){ continue; } //do not need to expand from terminal states if(model.terminal(sh.s())){ continue; } valueFunction.put(sh, valueInitializer.value(sh.s())); List<Action> actions = this.applicableActions(sh.s()); for(Action a : actions){ List<TransitionProb> tps = ((FullModel)model).transitions(sh.s(), a); for(TransitionProb tp : tps){ HashableState tsh = this.stateHash(tp.eo.op); if(!openedSet.contains(tsh) && !valueFunction.containsKey(tsh)){ openedSet.add(tsh); openList.offer(tsh); } } } } DPrint.cl(this.debugCode, "Finished reachability analysis; # states: " + valueFunction.size()); this.foundReachableStates = true; return true; }
更改后文本
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Value Iteration public boolean performReachabilityFrom(State si){ HashableState sih = this.stateHash(si); //if this is not a new state and we are not required to perform a new reachability analysis, then this method does not need to do anything. if(valueFunction.containsKey(sih) && this.foundReachableStates){ return false; //no need for additional reachability testing } DPrint.cl(this.debugCode, "Starting reachability analysis"); //add to the open list LinkedList <HashableState> openList = new LinkedList<HashableState>(); Set <HashableState> openedSet = new HashSet<HashableState>(); openList.offer(sih); openedSet.add(sih); while(!openList.isEmpty()){ HashableState sh = openList.poll(); //skip this if it's already been expanded if(valueFunction.containsKey(sh)){ continue; } //do not need to expand from terminal states if set to prune if(this.model.terminal(sh.s()) && stopReachabilityFromTerminalStates){ continue; } this.valueFunction.put(sh, this.valueInitializer.value(sh.s())); List<Action> actions = this.applicableActions(sh.s()); for(Action a : actions){ List<TransitionProb> tps = ((FullModel)model).transitions(sh.s(), a); for(TransitionProb tp : tps){ HashableState tsh = this.stateHash(tp.eo.op); if(!openedSet.contains(tsh) && !valueFunction.containsKey(tsh)){ openedSet.add(tsh); openList.offer(tsh); } } } } DPrint.cl(this.debugCode, "Finished reachability analysis; # states: " + valueFunction.size()); this.foundReachableStates = true; this.hasRunVI = false; return true; }
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