def getPhraseOutcomeState(self,phrase = [] , currentState = emotionState(),i=0):
eStates =[]
CES = currentState
for w in phrase:
CES = self.getNextEState(w, CES,i)
eStates.append(CES)
return eStates.pop()
def getVector(self, ES =emotionState()):
output = [0,0]
#if self.operator == 0:
output[self.targetVector] = self.weight
# else:
# output[self.targetVector] =
return output
def getNextEState(self,newWord = word(), currentEState = emotionState(), chIndex =0):
newES = emotionState()
fitness=[]
newES.initNewES(currentEState, newWord)
c = self.chromozones[chIndex]
newChEvaluation = c.evaluate(currentEState)
newValence = newChEvaluation[0] + newWord.valence #this could be adjusted a lot posibly
if newValence >=4.99:
newValence = 4.99
newArousal = newChEvaluation[1] + newWord.arousal
if newArousal >= 4.99:
newArousal = 4.99
nextValence = self.binder.evaluate(currentEState.previousVector[0], newValence)
nextArousal = self.binder.evaluate(currentEState.previousVector[1], newArousal)
nextV = [nextValence,nextArousal]
newES.setCurrentVector(nextV)
return newES
def getFitness(self,phrase=[], expectedOutcomeVector=[0,0], startingState=emotionState(),):
chIndependentOutComeVectors = [self.getPhraseOutcomeState(phrase, startingState, i).currentVector for i in range(self.numCh)]
return [10-numpy.sqrt((chIndependentOutComeVectors[i][0] - expectedOutcomeVector[0])**2 + (chIndependentOutComeVectors[i][1] - expectedOutcomeVector[1])**2) for i in range(self.numCh)]
def getPhraseOutcomeVector(self, phrase=[], currentState=emotionState()):
chIndependentOutComeVectors =[self.getPhraseOutcomeState(phrase, currentState, i).currentVector for i in range (self.numCh)]
return [sum(chIndependentOutComeVectors[:][i])/len(self.chromozones) for i in range(2)]
def run(self, ES = emotionState()):
if self.conditionObject==0:
if self.condition<4:
if ES.currentVector[0]<0 and abs(ES.currentVector[0])>self.condition:
return self.getVector()
if self.condition ==4:
if abs(ES.currentVector[0])<=self.condition:
return self.getVector()
else:
if ES.currentVector[0]>(self.condition-4):
return self.getVector()
elif self.conditionObject == 1:
if self.condition < 4:
if ES.currentVector[1] < 0 and abs(ES.currentVector[1]) > self.condition:
return self.getVector()
if self.condition == 4:
if abs(ES.currentVector[1]) <= self.condition:
return self.getVector()
else:
if ES.currentVector[1] > (self.condition - 4):
return self.getVector()
elif self.conditionObject==2:
if self.condition == 0 and ES.currentPOS.startswith('NN'): #nounn
return self.getVector()
if self.condition == 1 and ES.currentPOS.startswith('V'): #verb
return self.getVector()
if self.condition == 2 and ES.currentPOS.startswith('RB'):
return self.getVector()
if self.condition == 3 and ES.currentPOS.startswith('JJ'):
return self.getVector()
if self.condition == 4 and ES.currentPOS.startswith('W'):
return self.getVector()
if self.condition == 5 and ES.currentPOS.startswith('P'):
return self.getVector()
if self.condition == 6 and ES.currentPOS.startswith('C'):
return self.getVector()
if self.condition == 7 and ES.currentPOS.startswith('DT'):
return self.getVector()
if self.condition == 8:
return self.getVector()
elif self.conditionObject==3:
if self.condition<4:
if ES.previousVector[0]<0 and abs(ES.previousVector[0])>self.condition:
return self.getVector()
if self.condition ==4:
if abs(ES.previousVector[0])<=self.condition:
return self.getVector()
else:
if ES.previousVector[0]>(self.condition-4):
return self.getVector()
elif self.conditionObject == 4:
if self.condition < 4:
if ES.previousVector[1] < 0 and abs(ES.previousVector[1]) > self.condition:
return self.getVector()
if self.condition == 4:
if abs(ES.previousVector[1]) <= self.condition:
return self.getVector()
else:
if ES.previousVector[1] > (self.condition - 4):
return self.getVector()
elif self.conditionObject==5:
if self.condition == 0 and ES.previousPOS.startswith('NN'): #nounn
return self.getVector()
if self.condition == 1 and ES.previousPOS.startswith('V'): #verb
return self.getVector()
if self.condition == 2 and ES.previousPOS.startswith('RB'):
return self.getVector()
if self.condition == 3 and ES.previousPOS.startswith('JJ'):
return self.getVector()
if self.condition == 4 and ES.previousPOS.startswith('W'):
return self.getVector()
if self.condition == 5 and ES.previousPOS.startswith('P'):
return self.getVector()
if self.condition == 6 and ES.previousPOS.startswith('C'):
return self.getVector()
if self.condition == 7 and ES.previousPOS.startswith('DT'):
return self.getVector()
if self.condition == 8:
return self.getVector()
elif self.conditionObject==6:
if self.condition<4:
if ES.previous2Vector[0]<0 and abs(ES.previous2Vector[0])>self.condition:
return self.getVector()
if self.condition ==4:
if abs(ES.previous2Vector[0])<=self.condition:
return self.getVector()
else:
if ES.previous2Vector[0]>(self.condition-4):
return self.getVector()
elif self.conditionObject == 7:
if self.condition < 4:
if ES.previous2Vector[1] < 0 and abs(ES.previous2Vector[1]) > self.condition:
return self.getVector()
if self.condition == 4:
if abs(ES.previous2Vector[1]) <= self.condition:
return self.getVector()
else:
if ES.previous2Vector[1] > (self.condition - 4):
return self.getVector()
elif self.conditionObject==8:
if self.condition == 0 and ES.previous2POS.startswith('NN'): #nounn
return self.getVector()
if self.condition == 1 and ES.previous2POS.startswith('V'): #verb
return self.getVector()
if self.condition == 2 and ES.previous2POS.startswith('RB'):
return self.getVector()
if self.condition == 3 and ES.previous2POS.startswith('JJ'):
return self.getVector()
if self.condition == 4 and ES.previous2POS.startswith('W'):
return self.getVector()
if self.condition == 5 and ES.previous2POS.startswith('P'):
return self.getVector()
if self.condition == 6 and ES.previous2POS.startswith('C'):
return self.getVector()
if self.condition == 7 and ES.previous2POS.startswith('DT'):
return self.getVector()
if self.condition == 8:
return self.getVector()
elif self.conditionObject == 9:#size of phrase
if self.condition == 0 and ES.currentPhraseLength > self.condition:
return self.getVector()
return [0,0]
def evaluate(self,ES=emotionState()):
vector=[0,0]
for g in self.genes:
newV = g.run(ES)
vector = [vector[0] +newV[0],vector[1] +newV[1]]
return vector