From ac1c9adbef45e1e50462e9641ec80d2cff1b1d48 Mon Sep 17 00:00:00 2001 From: Thomas Watson Date: Mon, 7 Nov 2016 17:30:03 -0800 Subject: [PATCH 1/4] refactored to use pymunk5 --- .idea/vcs.xml | 6 ++++++ __init__.py | 0 flat_game/__init__.py | 0 flat_game/carmunk.py | 19 ++++++++++++++++--- learning.py | 3 +++ 5 files changed, 25 insertions(+), 3 deletions(-) create mode 100644 .idea/vcs.xml create mode 100644 __init__.py create mode 100644 flat_game/__init__.py diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/__init__.py b/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/flat_game/__init__.py b/flat_game/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/flat_game/carmunk.py b/flat_game/carmunk.py index 571f677..1dc2ed0 100755 --- a/flat_game/carmunk.py +++ b/flat_game/carmunk.py @@ -7,7 +7,7 @@ import pymunk from pymunk.vec2d import Vec2d -from pymunk.pygame_util import draw +from pymunk.pygame_util import DrawOptions # PyGame init width = 1000 @@ -24,6 +24,10 @@ draw_screen = True +def draw(screen, space): + space.debug_draw(DrawOptions(screen)) + + class GameState: def __init__(self): # Global-ish. @@ -72,7 +76,7 @@ def __init__(self): self.create_cat() def create_obstacle(self, x, y, r): - c_body = pymunk.Body(pymunk.inf, pymunk.inf) + c_body = pymunk.Body(body_type=pymunk.Body.STATIC) c_shape = pymunk.Circle(c_body, r) c_shape.elasticity = 1.0 c_body.position = x, y @@ -92,6 +96,7 @@ def create_cat(self): self.space.add(self.cat_body, self.cat_shape) def create_car(self, x, y, r): + print ('creating car') inertia = pymunk.moment_for_circle(1, 0, 14, (0, 0)) self.car_body = pymunk.Body(1, inertia) self.car_body.position = x, y @@ -100,21 +105,29 @@ def create_car(self, x, y, r): self.car_shape.elasticity = 1.0 self.car_body.angle = r driving_direction = Vec2d(1, 0).rotated(self.car_body.angle) - self.car_body.apply_impulse(driving_direction) + # self.car_body.apply_impulse(driving_direction) + # modify this for local + self.car_body.apply_impulse_at_world_point(driving_direction) self.space.add(self.car_body, self.car_shape) + print('finished creating car') + def frame_step(self, action): if action == 0: # Turn left. + print('turning left') self.car_body.angle -= .2 elif action == 1: # Turn right. + print('turning right') self.car_body.angle += .2 # Move obstacles. if self.num_steps % 100 == 0: + print('moving obstacles') self.move_obstacles() # Move cat. if self.num_steps % 5 == 0: + print('moving cat') self.move_cat() driving_direction = Vec2d(1, 0).rotated(self.car_body.angle) diff --git a/learning.py b/learning.py index 6ae906c..e24d6fd 100755 --- a/learning.py +++ b/learning.py @@ -31,7 +31,10 @@ def train_net(model, params): loss_log = [] # Create a new game instance. + print('creating game') game_state = carmunk.GameState() + print('finished creating game') + # Get initial state by doing nothing and getting the state. _, state = game_state.frame_step((2)) From 2cc08cafcd907fdad44002abcbd01c382680bcad Mon Sep 17 00:00:00 2001 From: Thomas Watson Date: Wed, 9 Nov 2016 15:16:37 -0800 Subject: [PATCH 2/4] trained model with 8 sensors --- .gitignore | 1 - flat_game/carmunk.py | 59 ++++++++++-------- learning.py | 6 +- nn.py | 1 + playing.py | 2 +- .../8-sensors/164-150-100-50000-575000.h5 | Bin 0 -> 118592 bytes 6 files changed, 41 insertions(+), 28 deletions(-) create mode 100644 saved-models/8-sensors/164-150-100-50000-575000.h5 diff --git a/.gitignore b/.gitignore index 97feb4f..894b6e4 100755 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,3 @@ __pycache__ *.pyc *.xlsx -*.h5 diff --git a/flat_game/carmunk.py b/flat_game/carmunk.py index 1dc2ed0..b465fa3 100755 --- a/flat_game/carmunk.py +++ b/flat_game/carmunk.py @@ -72,12 +72,13 @@ def __init__(self): self.obstacles.append(self.create_obstacle(700, 200, 125)) self.obstacles.append(self.create_obstacle(600, 600, 35)) - # Create a cat. - self.create_cat() + # Create cats. + self.cats = [self.create_cat() for _ in range(3)] def create_obstacle(self, x, y, r): c_body = pymunk.Body(body_type=pymunk.Body.STATIC) c_shape = pymunk.Circle(c_body, r) + #c_shape = pymunk.Poly(c_body,[(5,5), (-5,5), (0,10)], radius =r) c_shape.elasticity = 1.0 c_body.position = x, y c_shape.color = THECOLORS["blue"] @@ -86,14 +87,18 @@ def create_obstacle(self, x, y, r): def create_cat(self): inertia = pymunk.moment_for_circle(1, 0, 14, (0, 0)) - self.cat_body = pymunk.Body(1, inertia) - self.cat_body.position = 50, height - 100 - self.cat_shape = pymunk.Circle(self.cat_body, 30) - self.cat_shape.color = THECOLORS["orange"] - self.cat_shape.elasticity = 1.0 - self.cat_shape.angle = 0.5 - direction = Vec2d(1, 0).rotated(self.cat_body.angle) - self.space.add(self.cat_body, self.cat_shape) + cat = { + "body" : pymunk.Body(1, inertia) + } + cat['shape'] = pymunk.Circle(cat['body'], 30) + cat['body'].position = 50, height - 100 + cat['shape'].color = THECOLORS["orange"] + cat['shape'].elasticity = 1.0 + cat['shape'].angle = 0.5 + direction = Vec2d(1, 0).rotated(cat['body'].angle) + self.space.add(cat['body'], cat['shape']) + + return cat def create_car(self, x, y, r): print ('creating car') @@ -114,20 +119,16 @@ def create_car(self, x, y, r): def frame_step(self, action): if action == 0: # Turn left. - print('turning left') self.car_body.angle -= .2 elif action == 1: # Turn right. - print('turning right') self.car_body.angle += .2 # Move obstacles. if self.num_steps % 100 == 0: - print('moving obstacles') self.move_obstacles() # Move cat. if self.num_steps % 5 == 0: - print('moving cat') self.move_cat() driving_direction = Vec2d(1, 0).rotated(self.car_body.angle) @@ -167,10 +168,11 @@ def move_obstacles(self): obstacle.velocity = speed * direction def move_cat(self): - speed = random.randint(20, 200) - self.cat_body.angle -= random.randint(-1, 1) - direction = Vec2d(1, 0).rotated(self.cat_body.angle) - self.cat_body.velocity = speed * direction + for cat in self.cats: + speed = random.randint(20, 200) + cat['body'].angle -= random.randint(-1, 1) + direction = Vec2d(1, 0).rotated(cat['body'].angle) + cat['body'].velocity = speed * direction def car_is_crashed(self, readings): if readings[0] == 1 or readings[1] == 1 or readings[2] == 1: @@ -212,14 +214,19 @@ def get_sonar_readings(self, x, y, angle): in a sonar "arm" is non-zero, then that arm returns a distance of 5. """ # Make our arms. - arm_left = self.make_sonar_arm(x, y) - arm_middle = arm_left - arm_right = arm_left + arms = [(self.make_sonar_arm(x, y), i) for i in [0, + math.pi/4, -math.pi/4, math.pi/2, -math.pi/2, + 3*math.pi/4, -3*math.pi/4, math.pi]] + + # arms = [(self.make_sonar_arm(x, y), i) for i in [0]] + # Rotate them and get readings. - readings.append(self.get_arm_distance(arm_left, x, y, angle, 0.75)) - readings.append(self.get_arm_distance(arm_middle, x, y, angle, 0)) - readings.append(self.get_arm_distance(arm_right, x, y, angle, -0.75)) + for arm, a in arms: + + distance = self.get_arm_distance(arm, x, y, angle, a) + readings.append(distance) + if show_sensors: pygame.display.update() @@ -257,7 +264,7 @@ def get_arm_distance(self, arm, x, y, angle, offset): def make_sonar_arm(self, x, y): spread = 10 # Default spread. - distance = 20 # Gap before first sensor. + distance = 30 # Gap before first sensor. arm_points = [] # Make an arm. We build it flat because we'll rotate it about the # center later. @@ -267,6 +274,7 @@ def make_sonar_arm(self, x, y): return arm_points def get_rotated_point(self, x_1, y_1, x_2, y_2, radians): + # Rotate x_2, y_2 around x_1, y_1 by angle. x_change = (x_2 - x_1) * math.cos(radians) + \ (y_2 - y_1) * math.sin(radians) @@ -274,6 +282,7 @@ def get_rotated_point(self, x_1, y_1, x_2, y_2, radians): (x_1 - x_2) * math.sin(radians) new_x = x_change + x_1 new_y = height - (y_change + y_1) + return int(new_x), int(new_y) def get_track_or_not(self, reading): diff --git a/learning.py b/learning.py index e24d6fd..08acb7c 100755 --- a/learning.py +++ b/learning.py @@ -6,7 +6,7 @@ import os.path import timeit -NUM_INPUT = 3 +NUM_INPUT = 8 GAMMA = 0.9 # Forgetting. TUNING = False # If False, just use arbitrary, pre-selected params. @@ -143,14 +143,18 @@ def process_minibatch(minibatch, model): for memory in minibatch: # Get stored values. old_state_m, action_m, reward_m, new_state_m = memory + # Get prediction on old state. old_qval = model.predict(old_state_m, batch_size=1) + # Get prediction on new state. newQ = model.predict(new_state_m, batch_size=1) + # Get our best move. I think? maxQ = np.max(newQ) y = np.zeros((1, 3)) y[:] = old_qval[:] + # Check for terminal state. if reward_m != -500: # non-terminal state update = (reward_m + (GAMMA * maxQ)) diff --git a/nn.py b/nn.py index 165cb07..494f0a2 100755 --- a/nn.py +++ b/nn.py @@ -21,6 +21,7 @@ def on_batch_end(self, batch, logs={}): def neural_net(num_sensors, params, load=''): model = Sequential() + print(params) # First layer. model.add(Dense( params[0], init='lecun_uniform', input_shape=(num_sensors,) diff --git a/playing.py b/playing.py index cd01bfd..251a5a0 100755 --- a/playing.py +++ b/playing.py @@ -6,7 +6,7 @@ import numpy as np from nn import neural_net -NUM_SENSORS = 3 +NUM_SENSORS = 8 def play(model): diff --git a/saved-models/8-sensors/164-150-100-50000-575000.h5 b/saved-models/8-sensors/164-150-100-50000-575000.h5 new file mode 100644 index 0000000000000000000000000000000000000000..0ff0b0695a618c5858b85d9efe69f68bc06fed75 GIT binary patch literal 118592 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-{n8*pY+%1CjE7~ zKZO5CXY$wS{+Jp3Y9IQZ=^r?LjpO#8`eN|U{*mX+{Eu-g`#%}SL%53NxcYvLTk)TD z{|bNgO-}vz%RQ#dzXBTfyUT46J{*&R=>??fTzO_je2VZx}fucMk2#@2160lS$uH z6*Tj42`XOgk3i#P)V-k-*`z*4sZ!baOYUJDXZ!}c+;M=kHH9pX9#7of$3cgN9#}iL z02a1K5*t}xa^53?yqoJl#P(mpQhBB%Q2Ge`<|K=vE1tmR6>=o`_YACKBf`niJ_0{z zAuv_vzBhV@qf458D7|_cveMm!S{gD?2?JmK1m*E1d)JPQTlK?j-iJ{3U79`D55uKe`$@zIt zL>4Vm@suU=akTanobJpAm*W+|U=;?K8kTVVn~Bsq_My(a3E04WB2oRY4~I(Dk&TyX zNY|~8q)g@r%HL*>JjX6ZMqh$pi}wNIrq_X&Uzmjad%wb*PBXO9{xZz`?KOlakHORd zu4r_KCc1UY0QG&XWN&-~ICU=%TiKhFJ)0+yoktCcQMU}zky1w+RgF=B;bXik;R*g) zDM!+D4Zwim@}NCi6Aa*R1P;U`V3V+`*lqa>cn;JfZHFYZ%;6d2A9w*DCilU`qpZ*l z4Hdziw>wbYZ8vl}dNooM+luzceSwwk?>KA(74+$yFUeYELc|gS$Rak3%Di4pwZ815 zIz4`*(S8gGEYc^E?@lw#N}Cx^jWlMg9AyWZT)_rY67Y(Ym*ly{G_=Xq6L21S=zIR+L}AR~la-b3$3Go*cA16>kVM#)cxqCw_w+0Q*YaJ!cTUbD9i z?`e94EndnIZP)XxKr)N1(Mw}PVKaVl2xDD~fkbdUo$dN~jFmb4h@Gi(2|btEgPd-b zpp9#K=+v$-G`Cd&?VYv@zOC5|?`@BTqU}5~|5_NHu; z?wr0#^dI_@vx8#DwUP$hceD|wn#hpOT4OX^Y6u#|*=`G36ft422s?ZiSUm8TVmi6M_236tb za#CctwJKue?!kyz+9+zX6O!LI358b$qFE11z+H<=pei~CSZ{rSM?TTOB}dY*>ezF{ zfb(7S7`UD!McJZL>-CY%ESEvly=rJ0d zlQATFLv_gBNiyWK%nj7)(TE(6wj!HKKN_?bQ27@VXcV{KDKmF13XwBGC&F9t^+Z>^ zyg37Z^&Lff<`zM)ViGxf@;G~`v4Zuiyup?{ktcS$p5YWRF;Y~s1^e}nCa1PPz?sL^ zL-Sn{Xz0*fc++1>dPRi{t!%;@hbfW+{THcyj0HNy;Q&W%5JC@$-E>8W z7+NKrg|AfZz&1B>v8pP^A+-M@a@kmqYWc>319g7zoI(aNOI(j5<{f4Gukvwe^92;~ ziDCGA(!dg&>z1@eA5xq*pVxt5ZtEx}5cT55?dwa?A$5JG@JRiMTTT?lV zr@?!XZpdUhSVtT&^{(V?&N4jzRVB8u$%PKV^)Q%Jz|V$+)#l= znsgJ5*NR9=*A_KMyC4WH(FbK+RQ&*=843sRXH5yLJ;4_TFW${Atc_!Bd@@)^4Sj4H z`3Wb^Z^o;Ym$1*O;@LOVQEbP$dra{pC0e@b5XpPtjP_tjr18-et(B5MZ)E%6>$Dzd zu^||rel23{)hzLU!@u_bqg(pV^U5DHrC;;bU-QYog#YL~5*htyko@1Y>p#yUH~dZf zKU?_U*^~agZvJOKk^jHy`}4Z_hpmQN{nY&Jy5g7gf7_m Date: Thu, 10 Nov 2016 07:54:50 -0800 Subject: [PATCH 3/4] updated game play to be in sync with sensors, modified reward function to punish 5x a crash and changed reward from sum of sensors, to distance travlled --- flat_game/carmunk.py | 61 ++++++++++++++---- learning.py | 10 +-- nn.py | 6 +- .../8-sensors/164-150-100-50000-575000.h5 | Bin 118592 -> 0 bytes .../8-sensors/164-150-100-50000-625000.h5 | Bin 0 -> 118592 bytes 5 files changed, 56 insertions(+), 21 deletions(-) delete mode 100644 saved-models/8-sensors/164-150-100-50000-575000.h5 create mode 100644 saved-models/8-sensors/164-150-100-50000-625000.h5 diff --git a/flat_game/carmunk.py b/flat_game/carmunk.py index b465fa3..17657b5 100755 --- a/flat_game/carmunk.py +++ b/flat_game/carmunk.py @@ -20,14 +20,13 @@ screen.set_alpha(None) # Showing sensors and redrawing slows things down. -show_sensors = True -draw_screen = True +show_sensors = False +draw_screen = False def draw(screen, space): space.debug_draw(DrawOptions(screen)) - class GameState: def __init__(self): # Global-ish. @@ -43,6 +42,15 @@ def __init__(self): # Record steps. self.num_steps = 0 + #veloicty contraints + self.velocity_max = 1000 + self.velocity_min = -50 + self.velocity_init = 100 + self.velocity = self.velocity_init + + self.x_last = 0 + self.y_last = 0 + # Create walls. static = [ pymunk.Segment( @@ -120,9 +128,20 @@ def create_car(self, x, y, r): def frame_step(self, action): if action == 0: # Turn left. self.car_body.angle -= .2 + elif action == 1: # Turn right. self.car_body.angle += .2 + elif action == 2: # accelerate. + self.velocity += 10 + if self.velocity > self.velocity_max: + self.velocity = self.velocity_max + + elif action == 3: # decelerate. + self.velocity -= 10 + if self.velocity > self.velocity_max: + self.velocity = self.velocity_max + # Move obstacles. if self.num_steps % 100 == 0: self.move_obstacles() @@ -132,32 +151,44 @@ def frame_step(self, action): self.move_cat() driving_direction = Vec2d(1, 0).rotated(self.car_body.angle) - self.car_body.velocity = 100 * driving_direction + self.car_body.velocity = self.velocity * driving_direction + + # advance the space + self.space.step(1./10) + clock.tick() # Update the screen and stuff. screen.fill(THECOLORS["black"]) draw(screen, self.space) - self.space.step(1./10) + if draw_screen: pygame.display.flip() - clock.tick() + # Get the current location and the readings there. x, y = self.car_body.position readings = self.get_sonar_readings(x, y, self.car_body.angle) state = np.array([readings]) + #create a rewards based on distance moved + distance_traveled = math.sqrt(math.pow(self.x_last - x, 2) + \ + math.pow(self.y_last - y, 2)) + + self.x_last = x + self.y_last = y + # Set the reward. # Car crashed when any reading == 1 if self.car_is_crashed(readings): self.crashed = True - reward = -500 + reward = -2500 self.recover_from_crash(driving_direction) else: # Higher readings are better, so return the sum. - reward = -5 + int(self.sum_readings(readings) / 10) + reward = distance_traveled self.num_steps += 1 + return reward, state def move_obstacles(self): @@ -175,7 +206,7 @@ def move_cat(self): cat['body'].velocity = speed * direction def car_is_crashed(self, readings): - if readings[0] == 1 or readings[1] == 1 or readings[2] == 1: + if len([x for x in readings if x == 1]): return True else: return False @@ -185,8 +216,10 @@ def recover_from_crash(self, driving_direction): We hit something, so recover. """ while self.crashed: - # Go backwards. - self.car_body.velocity = -100 * driving_direction + # Go reverse of current direction. + epsilon = .01 # to avoid division by zero error + self.car_body.velocity = -((self.velocity + epsilon)/(self.velocity + epsilon)) * \ + self.velocity_init * driving_direction self.crashed = False for i in range(10): self.car_body.angle += .2 # Turn a little. @@ -197,6 +230,8 @@ def recover_from_crash(self, driving_direction): pygame.display.flip() clock.tick() + self.velocity = self.velocity_init + def sum_readings(self, readings): """Sum the number of non-zero readings.""" tot = 0 @@ -264,7 +299,7 @@ def get_arm_distance(self, arm, x, y, angle, offset): def make_sonar_arm(self, x, y): spread = 10 # Default spread. - distance = 30 # Gap before first sensor. + distance = 20 # Gap before first sensor. arm_points = [] # Make an arm. We build it flat because we'll rotate it about the # center later. @@ -286,7 +321,7 @@ def get_rotated_point(self, x_1, y_1, x_2, y_2, radians): return int(new_x), int(new_y) def get_track_or_not(self, reading): - if reading == THECOLORS['black']: + if reading == THECOLORS['black'] or reading == THECOLORS['green']: return 0 else: return 1 diff --git a/learning.py b/learning.py index 08acb7c..44d393c 100755 --- a/learning.py +++ b/learning.py @@ -50,7 +50,7 @@ def train_net(model, params): # Choose an action. if random.random() < epsilon or t < observe: - action = np.random.randint(0, 3) # random + action = np.random.randint(0, 5) # random else: # Get Q values for each action. qval = model.predict(state, batch_size=1) @@ -91,7 +91,7 @@ def train_net(model, params): epsilon -= (1/train_frames) # We died, so update stuff. - if reward == -500: + if reward == -2500: # Log the car's distance at this T. data_collect.append([t, car_distance]) @@ -152,18 +152,18 @@ def process_minibatch(minibatch, model): # Get our best move. I think? maxQ = np.max(newQ) - y = np.zeros((1, 3)) + y = np.zeros((1, 5)) y[:] = old_qval[:] # Check for terminal state. - if reward_m != -500: # non-terminal state + if reward_m != -2500: # non-terminal state update = (reward_m + (GAMMA * maxQ)) else: # terminal state update = reward_m # Update the value for the action we took. y[0][action_m] = update X_train.append(old_state_m.reshape(NUM_INPUT,)) - y_train.append(y.reshape(3,)) + y_train.append(y.reshape(5,)) X_train = np.array(X_train) y_train = np.array(y_train) diff --git a/nn.py b/nn.py index 494f0a2..fe1f1e2 100755 --- a/nn.py +++ b/nn.py @@ -34,8 +34,8 @@ def neural_net(num_sensors, params, load=''): model.add(Activation('relu')) model.add(Dropout(0.2)) - # Output layer. - model.add(Dense(3, init='lecun_uniform')) + # Output layer. 5 actions left, right, accelerate, decelerate, forward + model.add(Dense(5, init='lecun_uniform')) model.add(Activation('linear')) rms = RMSprop() @@ -55,7 +55,7 @@ def lstm_net(num_sensors, 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zY}yha)p{Oo@*JYixj4b}n~Ai?ZWdRp<^nB6tHH?@=OD7nfNJeYd^h74eS;G literal 0 HcmV?d00001 From e8386885980f39ccc43733b5145351e3e390cb55 Mon Sep 17 00:00:00 2001 From: Thomas Watson Date: Thu, 17 Nov 2016 11:26:08 -0800 Subject: [PATCH 4/4] tweaked reward and training --- flat_game/carmunk.py | 75 +++++++++++++++++++++++++++++++++----------- learning.py | 17 +++++++--- playing.py | 2 +- 3 files changed, 70 insertions(+), 24 deletions(-) diff --git a/flat_game/carmunk.py b/flat_game/carmunk.py index 17657b5..5550e35 100755 --- a/flat_game/carmunk.py +++ b/flat_game/carmunk.py @@ -19,19 +19,18 @@ # Turn off alpha since we don't use it. screen.set_alpha(None) -# Showing sensors and redrawing slows things down. -show_sensors = False -draw_screen = False - def draw(screen, space): space.debug_draw(DrawOptions(screen)) class GameState: - def __init__(self): + def __init__(self, display_hidden=True): # Global-ish. self.crashed = False + # A map of visited places + self.map = {} + # Physics stuff. self.space = pymunk.Space() self.space.gravity = pymunk.Vec2d(0., 0.) @@ -48,8 +47,8 @@ def __init__(self): self.velocity_init = 100 self.velocity = self.velocity_init - self.x_last = 0 - self.y_last = 0 + self.x_last = None + self.y_last = None # Create walls. static = [ @@ -81,7 +80,11 @@ def __init__(self): self.obstacles.append(self.create_obstacle(600, 600, 35)) # Create cats. - self.cats = [self.create_cat() for _ in range(3)] + self.cats = [self.create_cat() for _ in range(10)] + + # if training, turn off display + self.show_sensors = not display_hidden + self.draw_screen = not display_hidden def create_obstacle(self, x, y, r): c_body = pymunk.Body(body_type=pymunk.Body.STATIC) @@ -138,7 +141,13 @@ def frame_step(self, action): self.velocity = self.velocity_max elif action == 3: # decelerate. - self.velocity -= 10 + if self.velocity > 0: + self.velocity -= 30 + if self.velocity < 0: + self.velocity = 0 + else: + self.velocity -= 10 + if self.velocity > self.velocity_max: self.velocity = self.velocity_max @@ -161,7 +170,7 @@ def frame_step(self, action): screen.fill(THECOLORS["black"]) draw(screen, self.space) - if draw_screen: + if self.draw_screen: pygame.display.flip() @@ -171,7 +180,9 @@ def frame_step(self, action): state = np.array([readings]) #create a rewards based on distance moved - distance_traveled = math.sqrt(math.pow(self.x_last - x, 2) + \ + distance_traveled = 0 + if self.x_last and self.y_last: + distance_traveled = math.sqrt(math.pow(self.x_last - x, 2) + \ math.pow(self.y_last - y, 2)) self.x_last = x @@ -181,14 +192,26 @@ def frame_step(self, action): # Car crashed when any reading == 1 if self.car_is_crashed(readings): self.crashed = True - reward = -2500 + reward = -2000 * (2 + float(abs(self.velocity))/self.velocity_max) self.recover_from_crash(driving_direction) else: - # Higher readings are better, so return the sum. - reward = distance_traveled - self.num_steps += 1 + # Higher readings are better, so return the double the distance. + reward = 2 * distance_traveled + # reward for visiting new places + if not (x, y) in self.map: + self.map[(x, y)] = True + reward += 5 + + # if velocity is reverse, punish it proportionally + if self.velocity < 0: + reward = self.velocity + else: + reward += float(self.velocity)/self.velocity_max * reward + + self.num_steps += 1 + return reward, state def move_obstacles(self): @@ -226,11 +249,27 @@ def recover_from_crash(self, driving_direction): screen.fill(THECOLORS["red"]) # Red is scary! draw(screen, self.space) self.space.step(1./10) - if draw_screen: + if self.draw_screen: pygame.display.flip() clock.tick() self.velocity = self.velocity_init + x, y = self.car_body.position + + if x < 0: + x = 5 + if x > width: + x = width - 5 + + if y < 0: + y = 5 + if y > height: + y = height - 5 + + self.car_body.position = x, y + + self.x_last = None + self.y_last = None def sum_readings(self, readings): """Sum the number of non-zero readings.""" @@ -263,7 +302,7 @@ def get_sonar_readings(self, x, y, angle): readings.append(distance) - if show_sensors: + if self.show_sensors: pygame.display.update() return readings @@ -291,7 +330,7 @@ def get_arm_distance(self, arm, x, y, angle, offset): if self.get_track_or_not(obs) != 0: return i - if show_sensors: + if self.show_sensors: pygame.draw.circle(screen, (255, 255, 255), (rotated_p), 2) # Return the distance for the arm. diff --git a/learning.py b/learning.py index 44d393c..1e48e10 100755 --- a/learning.py +++ b/learning.py @@ -32,7 +32,7 @@ def train_net(model, params): # Create a new game instance. print('creating game') - game_state = carmunk.GameState() + game_state = carmunk.GameState(display_hidden=True) print('finished creating game') @@ -42,6 +42,8 @@ def train_net(model, params): # Let's time it. start_time = timeit.default_timer() + + total_reward = 0 # Run the frames. while t < train_frames: @@ -90,8 +92,12 @@ def train_net(model, params): if epsilon > 0.1 and t > observe: epsilon -= (1/train_frames) + + #update total_reward + total_reward += reward + # We died, so update stuff. - if reward == -2500: + if reward <= -10: # Log the car's distance at this T. data_collect.append([t, car_distance]) @@ -104,11 +110,12 @@ def train_net(model, params): fps = car_distance / tot_time # Output some stuff so we can watch. - print("Max: %d at %d\tepsilon %f\t(%d)\t%f fps" % - (max_car_distance, t, epsilon, car_distance, fps)) + print("Max: %d at %d\tepsilon %f\t(%d)\t%f fps %s total reward" % + (max_car_distance, t, epsilon, car_distance, fps, total_reward)) # Reset. car_distance = 0 + total_reward = 0 start_time = timeit.default_timer() # Save the model every 25,000 frames. @@ -156,7 +163,7 @@ def process_minibatch(minibatch, model): y[:] = old_qval[:] # Check for terminal state. - if reward_m != -2500: # non-terminal state + if reward_m > -1000: # non-terminal state update = (reward_m + (GAMMA * maxQ)) else: # terminal state update = reward_m diff --git a/playing.py b/playing.py index 251a5a0..9895e25 100755 --- a/playing.py +++ b/playing.py @@ -12,7 +12,7 @@ def play(model): car_distance = 0 - game_state = carmunk.GameState() + game_state = carmunk.GameState(display_hidden=False) # Do nothing to get initial. _, state = game_state.frame_step((2))