training_data = list()
RANDOM_FACTOR=0
temp = 0
oldREWSUM = 0
while (1):
clock.tick(60)
for event in pygame.event.get():
#print(event)
if event.type == pygame.QUIT:#for exiting the game
Game.QUITGAME()
if event.type == pygame.KEYDOWN:
if event.key ==pygame.K_DOWN:
MyFunctions.GRAPH_REWARDS(rewards_array_L, rewards_array_R, rounds_array)
if np.random.binomial(1,EPSILON):
#print (np.shape(STATE))
AVR = session.run(Q_R, feed_dict = {State_InR: [STATE]})
AVR = MyFunctions.ONE_HOT_ACTIONS(AVR)
else:
AVR = MyFunctions.RANDOM_ONE_HOT()
if np.random.binomial(1,EPSILON):
#print (np.shape(STATE))
AVL = session.run(Q_L, feed_dict = {State_InL: [STATE]})
AVL = MyFunctions.ONE_HOT_ACTIONS(AVL)
else:
RRewSUM = RRewSUM + R
#print([L,R,AVL,AVR, DATA])
training_data.append(
[np.copy(OLD_STATE), L, R, AVL[:], AVR[:],
np.copy(STATE)])
if (L != 0):
NUM_ROUNDS_PLAYED = NUM_ROUNDS_PLAYED + 1
time_step = time_step + 1
for event in pygame.event.get():
#print(event)
if event.type == pygame.KEYDOWN:
if event.key == pygame.K_DOWN:
MyFunctions.GRAPH_REWARDS(rewards_array)
if event.type == pygame.QUIT: #for exiting the game
results_file.close()
Game.QUITGAME()
if time_step % 5000 == 0:
line = str(time_step) + ',' + str(LRewSUM) + ';'
rewards_array.append(LRewSUM)
print(line)
results_file.write(line)
temp = NUM_ROUNDS_PLAYED
LRewSUM = 0
RRewSUM = 0
if time_step % 100000 == 0: