def __getRotatedVectors(self, vector, cos_k):
"""
FUNCTION NOT USED IN FINAL IMPLEMENTATION
This function will calculate 2 other angles that the agent can kick the ball to. If
the agent has calculated a direct path from itself to another keeper, that should be
the input vector. If the agent is interested in passing at a 5 degree angle, then
the 2nd input should be the cosine of 5 degrees. This function will then calculate
and return the 2 unit vectors which are the vectors pointing at 5 degree angles
:param vector: the vector that points directly from the ball's noisy
position to the noisy position of the keeper the agent wants to pass to
:param cos_k: the cosine of the angle that the agent wants to pass at. The
reason cosine is used instead of the angle is for computational efficiency
:type vector: list or tuple of numbers
:type cos_k: number
:returns: a list of 2 unit vectors, each one representing the 2 directions that
the ball can be kicked to achieve the desired angle.
:rtype: list of tuples, each tuple being a tuple of floats.
"""
discriminantIsZero = False
terminalPosCosZero = kUtil.addVectorToPoint(self.noisyBallPos, vector)
vector = kUtil.unitVector(vector)
ax = vector[1] #columns are x
ay = vector[0] #rows are y
k = cos_k
term1 = 2*k*ax #term 1 = -b
discriminant = term1 * term1 - 4 * (ax*ax +ay*ay)*(-1.0*ay*ay + k * k)
discriminant = math.sqrt(discriminant)
if (abs(discriminant) < 0.00001):
discriminantIsZero = True
#denominator = 2 * (ax*ax + ay*ay) #should be 2 every time if A is a unit vector
denominator = 2 #should be 2 every time if A is a unit vector
bx1 = (term1 - discriminant) / denominator
#print "term1: ", term1, " discriminant:", discriminant, " denominator: ", denominator
by1 = math.sqrt(1.0 - (bx1 * bx1))
returnUnitVectors = []
#make it (row,col) format, so therefore it's (y,x)
returnUnitVectors.append((by1, bx1))
returnUnitVectors.append((-1.0 * by1, bx1))
if discriminantIsZero == False:
bx2 = (term1 + discriminant) / denominator
by2 = math.sqrt(1.0 - (bx2 * bx2))
returnUnitVectors.append((by2, bx2))
returnUnitVectors.append((-1.0 * by2, bx2))
#print "return vectors"
#print returnVectors
returnUnitVectors = sorted(returnUnitVectors, key=lambda x: kUtil.getSqrDist(terminalPosCosZero, x))
return returnUnitVectors[:2]
def _decisionFunction(self):
"""
This is where Magic Happens
"""
#print("Entering decision function")
self.NN.Flush()
self.NN.Input(self.bevList) # can input numpy arrays, too
# for some reason only np.float64 is supported
#print("Printing input of NN")
#print(self.bevList)
#for _ in range(10000):
self.NN.Activate()
o = self.NN.Output()
'''
print("Printing output of NN")
for i in range(len(o)):
print o[i],' ',
print()
'''
#print("Printing Connections")
#print(len(self.NN.m_connections))
#print(len(o))
holdDecision = self.ballHolderSubIndex
passList = [0,0]
for j in range(len(self.bevList)):
if self.bevList[j] == 1 and j!=holdDecision:
passList.append(j)
keeperIndex = [0,0]
try:
if self.bevSubstrate[holdDecision]:
#print("Value for holding is: ",o[holdDecision])
a=0
except Exception as ex:
print("Exception with hold ball. Value: ",holdDecision)
try:
if self.bevSubstrate[passList[0]]:
#print("Value for passing 0 is: ",o[passList[0]])
a=0
except Exception as ex:
print("Exception with pass 0. Value: ",passList[0])
try:
if self.bevSubstrate[passList[1]]:
#print("Value for passing 1 is: ",o[passList[1]])
a=0
except Exception as ex:
print("Exception with pass 1. Value: ",passList[1])
if (kUtil.getSqrDist(self.bevSubstrate[holdDecision],self.bevSubstrate[passList[0]])) <= (kUtil.getSqrDist(self.bevSubstrate[holdDecision],self.bevSubstrate[passList[1]])):
keeperIndex[0] = 1
keeperIndex[1] = 2
else:
keeperIndex[0] = 2
keeperIndex[1] = 1
out,i = max([(x,y) for y,x in enumerate(o)])
'''
if (o[holdDecision] >= o[passList[0]]) and (o[holdDecision] >= o[passList[1]]):
#print("Holding ball")
self._holdBall()
else:
if o[passList[0]] >= o[passList[1]]:
#print("Pass 0")
self._passBall(keeperIndex[0])
else:
#print("Pass 1")
self._passBall(keeperIndex[1])
#print("The decision is: ",i)
'''
if i==holdDecision:
self._holdBall()
else:
self._passBall(self.bevSubstrate[i])
return