From 1a0ebd9e28f79ffa76dcce48041b2d603d58bddb Mon Sep 17 00:00:00 2001 From: hamzamassaoudi Date: Sat, 10 Mar 2018 18:23:52 +0100 Subject: [PATCH 1/3] message --- {RandomBird => Massaoudi}/FlappyAgent.py | 0 {RandomBird => Massaoudi}/run.py | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename {RandomBird => Massaoudi}/FlappyAgent.py (100%) rename {RandomBird => Massaoudi}/run.py (100%) diff --git a/RandomBird/FlappyAgent.py b/Massaoudi/FlappyAgent.py similarity index 100% rename from RandomBird/FlappyAgent.py rename to Massaoudi/FlappyAgent.py diff --git a/RandomBird/run.py b/Massaoudi/run.py similarity index 100% rename from RandomBird/run.py rename to Massaoudi/run.py From d577a8b69b7588518c9d4ea5539ec3cbdcbaaf4b Mon Sep 17 00:00:00 2001 From: hamzamassaoudi Date: Sun, 11 Mar 2018 22:02:45 +0100 Subject: [PATCH 2/3] add the model to the directory --- Massaoudi/FlappyAgent.py | 104 +++++++++++++++++++++++++++++++++++++-- Massaoudi/model.h5 | Bin 0 -> 89528 bytes 2 files changed, 100 insertions(+), 4 deletions(-) create mode 100644 Massaoudi/model.h5 diff --git a/Massaoudi/FlappyAgent.py b/Massaoudi/FlappyAgent.py index 9f3ec84..8ea1d2e 100644 --- a/Massaoudi/FlappyAgent.py +++ b/Massaoudi/FlappyAgent.py @@ -1,9 +1,105 @@ import numpy as np - +from keras.models import load_model +from keras.models import Sequential +from keras.layers.core import Dense, Dropout, Activation +from keras.optimizers import Adam +import random +from ple.games.flappybird import FlappyBird +from ple import PLE +model_test=load_model(r"model.h5") def FlappyPolicy(state, screen): - action=None - if(np.random.randint(0,2)<1): - action=119 + q=model_test.predict(np.array(list(state.values())).reshape(1,8)) + max_Q_index = np.argmax(q) + action=[119,None][max_Q_index] return action +class Agent: + def __init__(self,nb_games=20000,gamma=0.99,epsilon=1,batchsize=30,buffer=80): + self.nb_games = nb_games + self.gamma = gamma # discount factor + self.epsilon = epsilon # epsilon-greddy + self.batchSize = batchsize # mini batch size + self.buffer = buffer + def build_model(self): + model = Sequential() + model.add(Dense(500, init='lecun_uniform', input_shape=(8,))) + model.add(Activation('relu')) + model.add(Dense(2, init='lecun_uniform')) + model.add(Activation('linear')) + model.compile(loss='mse', optimizer=Adam(lr=1e-5)) + return model + def train(self): + update=0 + replay = [] # init vector buffer + h=0 # current size of the vector buffer + game_number=0 + model=self.build_model() + game = FlappyBird(graphics="fancy") + p = PLE(game, fps=30, frame_skip=1, num_steps=1, force_fps=False, display_screen=True) + p.reset_game() + actions=[119,None] + while(True): + p.reset_game() + state = game.getGameState() + while(not p.game_over()): + qval = model.predict(np.array(list(state.values())).reshape(1,8)) + if (random.random() < self.epsilon): # choose randomly an exploration/exploitation strategy + action=actions[np.random.randint(0,2)] # exploration + else: #choose best action from Q(s,a) values + action = actions[np.argmax(qval)] # exploitation + #Take action, observe new state S' + #Observe reward and modify it + reward=p.act(action) + if reward >0: + reward=15*reward + if reward <0: + reward=2*reward + new_state = game.getGameState() + terminal=p.game_over() #boolean terminal state : True if the game is over + + #Experience replay storage + if (len(replay) < self.buffer): #if buffer not filled, add to it + replay.append((state, action, reward, new_state,terminal)) + else: #if buffer full, overwrite old values + if (h < (self.buffer-1)): + h += 1 + else: + h = 0 + replay[h] = (state, action, reward, new_state,terminal) + #randomly sample our experience replay memory + minibatch = random.sample(replay, self.batchSize) + X_train = [] + y_train = [] + for memory in minibatch: + s1, action, reward, s2,terminal = memory + old_qval = model.predict(np.array(list(s1.values())).reshape(1,8), batch_size=1) + newQ = model.predict(np.array(list(s2.values())).reshape(1,8), batch_size=1) + maxQ = np.max(newQ) + y = np.zeros((1,2)) + y[:] = old_qval[:] + #calculate the update value for terminal and non terminal state + if not terminal: #non-terminal state + update = (reward + (self.gamma * maxQ)) + else: #terminal state + update = reward + action_index= 0 if action==119 else 1 + y[0][action_index] = update + X_train.append(np.array(list(s1.values())).reshape(len(s1),)) + y_train.append(np.array(y).reshape(2,)) + + X_train = np.array(X_train) + y_train = np.array(y_train) + model.fit(X_train, y_train, batch_size=self.batchSize, nb_epoch=1, verbose=0) + state=new_state + # update exploitation / exploration strategy + game_number+=1 + print("Game {}, epsilon= {}".format(game_number,self.epsilon)) + if self.epsilon > 0.2: + self.epsilon -= (1.0/(self.nb_games)) + # save the model every 1000 epochs + if game_number%1000 == 0: + model.save("model{}.h5".format(game_number//1000)) +if __name__=="__main__": + 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