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game.py
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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)
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 = 40
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 Game - Varun Patkar")
self.clock = pygame.time.Clock()
self.reset()
def reset(self):
# init game state
# initial direction is random
self.direction = random.choice(list(Direction))
self.head = Point(self.w/2, self.h/2)
if self.direction == Direction.RIGHT:
self.snake = [self.head, Point(
self.head.x-BLOCK_SIZE, self.head.y), Point(self.head.x-(2*BLOCK_SIZE), self.head.y)]
if self.direction == Direction.LEFT:
self.snake = [self.head, Point(
self.head.x+BLOCK_SIZE, self.head.y), Point(self.head.x+(2*BLOCK_SIZE), self.head.y)]
if self.direction == Direction.UP:
self.snake = [self.head, Point(
self.head.x, self.head.y+BLOCK_SIZE), Point(self.head.x, self.head.y+(2*BLOCK_SIZE))]
if self.direction == Direction.DOWN:
self.snake = [self.head, Point(
self.head.x, self.head.y-BLOCK_SIZE), Point(self.head.x, self.head.y-(2*BLOCK_SIZE))]
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)
while self.food in self.snake:
self._place_food()
def play_step(self, action, n_games, high_score):
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 head
self.snake.insert(0, self.head)
# 3. check if game over and quit if yes
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 if self.head==self.food else 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(n_games,high_score)
self.clock.tick(SPEED)
# 6. return game over state and score
game_over = False
return reward, game_over, self.score
def _update_ui(self, n_games, high_score):
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)+" Game No.:"+str(n_games)+" High Score:"+str(high_score), True, WHITE)
self.display.blit(text, (0, 0))
pygame.display.flip()
def _move(self, action):
# [straight,right,left]
clockwise = [Direction.RIGHT, Direction.DOWN,
Direction.LEFT, Direction.UP]
idx = clockwise.index(self.direction)
if np.array_equal(action, [1, 0, 0]):
new_dir = clockwise[idx] # no change
elif np.array_equal(action, [0, 1, 0]):
new_dir = clockwise[(idx+1) % 4] # right turn
elif np.array_equal(action, [0, 0, 1]):
new_dir = clockwise[(idx-1) % 4] # left turn
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.UP:
y -= BLOCK_SIZE
elif self.direction == Direction.DOWN:
y += BLOCK_SIZE
self.head = Point(x, y)
def is_collision(self, pt=None):
if pt is None:
pt = self.head
# if hits boundar
if pt.x > self.w-BLOCK_SIZE or pt.x < 0 or pt.y > self.h-BLOCK_SIZE or pt.y < 0:
return True
# if hits itself
elif pt in self.snake[1:]:
return True
return False