-
Notifications
You must be signed in to change notification settings - Fork 0
/
game.py
157 lines (126 loc) · 4.79 KB
/
game.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
import pygame
import random
from enum import Enum
from collections import namedtuple
import numpy as np
pygame.init()
font = pygame.font.Font('arial.ttf', 25)
#font = pygame.font.SysFont('arial', 25)
# Need to implement following functions to control the game by AI model
# reset -> to reset the game for the next game iteration
# reward -> Reward calculation function to determine the next step
# play(action) => direction -> play function that returns the next direction value
# game_iteration -> Function to get the game itration ( for evalution and plotting )
# is_collision -> Function to calculate the collision
class Direction(Enum):
RIGHT = 1
LEFT = 2
UP = 3
DOWN = 4
Point = namedtuple('Point', 'x, y')
# rgb colors
WHITE = (255, 255, 255)
RED = (200,0,0)
BLUE1 = (0, 0, 255)
BLUE2 = (0, 100, 255)
BLACK = (0,0,0)
BLOCK_SIZE = 20
SPEED = 100
class SnakeGameAI:
def __init__(self, w=640, h=480):
self.w = w
self.h = h
# init display
self.display = pygame.display.set_mode((self.w, self.h))
pygame.display.set_caption('Snake')
self.clock = pygame.time.Clock()
self.reset()
def reset(self):
# init game state
self.direction = Direction.RIGHT
self.head = Point(self.w/2, self.h/2)
self.snake = [self.head,
Point(self.head.x-BLOCK_SIZE, self.head.y),
Point(self.head.x-(2*BLOCK_SIZE), self.head.y)]
self.score = 0
self.food = None
self._place_food()
self.frame_iteration = 0
def _place_food(self):
x = random.randint(0, (self.w-BLOCK_SIZE )//BLOCK_SIZE )*BLOCK_SIZE
y = random.randint(0, (self.h-BLOCK_SIZE )//BLOCK_SIZE )*BLOCK_SIZE
self.food = Point(x, y)
if self.food in self.snake:
self._place_food()
def play_step(self, action):
self.frame_iteration += 1
# 1. collect user input
for event in pygame.event.get():
if event.type == pygame.QUIT:
pygame.quit()
quit()
# 2. move
self._move(action) # update the head
self.snake.insert(0, self.head)
# 3. check if game over
reward = 0
game_over = False
if self.is_collision() or self.frame_iteration > 100*len(self.snake):
game_over = True
reward = -10
return reward, game_over, self.score
# 4. place new food or just move
if self.head == self.food:
self.score += 1
reward = 10
self._place_food()
else:
self.snake.pop()
# 5. update ui and clock
self._update_ui()
self.clock.tick(SPEED)
# 6. return game over and score
return reward, game_over, self.score
def is_collision(self, pt=None):
if pt is None:
pt = self.head
# hits boundary
if pt.x > self.w - BLOCK_SIZE or pt.x < 0 or pt.y > self.h - BLOCK_SIZE or pt.y < 0:
return True
# hits itself
if pt in self.snake[1:]:
return True
return False
def _update_ui(self):
self.display.fill(BLACK)
for pt in self.snake:
pygame.draw.rect(self.display, BLUE1, pygame.Rect(pt.x, pt.y, BLOCK_SIZE, BLOCK_SIZE))
pygame.draw.rect(self.display, BLUE2, pygame.Rect(pt.x+4, pt.y+4, 12, 12))
pygame.draw.rect(self.display, RED, pygame.Rect(self.food.x, self.food.y, BLOCK_SIZE, BLOCK_SIZE))
text = font.render("Score: " + str(self.score), True, WHITE)
self.display.blit(text, [0, 0])
pygame.display.flip()
def _move(self, action):
# [straight, right, left]
clock_wise = [Direction.RIGHT, Direction.DOWN, Direction.LEFT, Direction.UP]
idx = clock_wise.index(self.direction)
if np.array_equal(action, [1, 0, 0]):
new_dir = clock_wise[idx] # no chnage in direction
elif np.array_equal(action, [0, 1, 0]):
next_idx = (idx + 1) % 4
new_dir = clock_wise[next_idx] # no chnage in direction
else: # [0, 0, 1]
next_idx = (idx - 1) % 4
new_dir = clock_wise[next_idx] # no chnage in direction
self.direction = new_dir
x = self.head.x
y = self.head.y
if self.direction == Direction.RIGHT:
x += BLOCK_SIZE
elif self.direction == Direction.LEFT:
x -= BLOCK_SIZE
elif self.direction == Direction.DOWN:
y += BLOCK_SIZE
elif self.direction == Direction.UP:
y -= BLOCK_SIZE
self.head = Point(x, y)