asteroid-automator/gamemodel.py

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import gameio
import cv2
import numpy as np
def squared_distance(vec1, vec2):
"""returns distance-squared between two x, y point tuples"""
return (vec1[0] - vec2[0])**2 + (vec1[1] - vec2[1])**2
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class GameModel:
"""Platform-independent representation of the game's state."""
def __init__(self, io:gameio.AbstractGameIO):
self.gameio = io
self.asteroids = [
("big", cv2.imread("images/game_assets/rock-big.png", 0)),
("normal", cv2.imread("images/game_assets/rock-normal.png", 0)),
("small", cv2.imread("images/game_assets/rock-small.png", 0))
]
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self.frame = None
self.cv_template_thresh = 0.6 # reconfigurable at runtime
self.duplicate_dist_thresh = 10
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def with_frame(fn):
"""Decorator to process screenshot to cv2 format once upon first requirement, then reuse."""
def inner(self, *args, **kwargs):
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if self.frame is None:
print("Fetching frame.")
sshot = self.gameio.fetch_sshot()
open_cv_image = np.array(sshot)
# Convert RGB to BGR
self.frame = open_cv_image[:, :, ::-1].copy()
self.frame = cv2.cvtColor(self.frame, cv2.COLOR_BGR2GRAY)
return fn(self, *args, **kwargs)
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return inner
def clear_frame(self):
self.frame = None
@with_frame
def find_asteroids(self):
asteroid_rects = []
for label, a in self.asteroids:
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h, w = a.shape
res = cv2.matchTemplate(self.frame, a, cv2.TM_CCOEFF_NORMED)
loc = np.where( res >= self.cv_template_thresh)
for pt in zip(*loc[::-1]):
if not asteroid_rects or squared_distance(asteroid_rects[-1][0], pt) > self.duplicate_dist_thresh:
asteroid_rects.append((pt, (pt[0] + w, pt[1] + h), label))
return asteroid_rects
@with_frame
def display_results(self, results):
"""Draws results on the current frame for test purposes."""
displayable = np.copy(self.frame)
for pt, wh, label in results:
cv2.rectangle(displayable, pt, wh, 255, 1)
cv2.putText(displayable, label, pt,
cv2.FONT_HERSHEY_PLAIN,
1.0, 255)
cv2.imshow("Results", displayable)
cv2.waitKey(0)
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if __name__ == '__main__':
import platform
if platform.system() == "Windows":
io = gameio.WindowsGameIO()
# TODO: Detect OSX or show a message of sadness
else:
io = gameio.LinuxGameIO()
#input("Press <enter> to locate the game at the start screen.")
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gm = GameModel(io)
# for testing purposes, populating window location at top-left of my screen
# io.loc is None when the title screen isn't found.
# manually setting io.loc crops all screenshots as if the title was found.
import pyscreeze
io.loc = pyscreeze.Box(0, 25, 800, 599)
#input("Press <enter> to detect asteroids on screen.")
results = gm.find_asteroids()
print(f"Found {len(results)} asteroids")
for a in results:
print(a[0]) # position tuple
gm.display_results(results)