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Using PyBoy with Gym
Mads Ynddal edited this page Nov 19, 2024
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As most people opted to modify the OpenAI Gym that PyBoy used to have, we've decided to remove the Gym Env from the codebase itself and replace it with this example. To use it, copy it into your codebase, and modify it to your needs.
To install the requirements, run: pip install pyboy numpy gymnasium
.
Thanks to Nicole Faye for providing the basis for this sample code. If you have questions or improvements to the code, come and tell us on Discord.
# Adopted from https://github.com/NicoleFaye/PyBoy/blob/rl-test/PokemonPinballEnv.py
import gymnasium as gym
from gymnasium import spaces
import numpy as np
from pyboy import PyBoy
actions = ['','a', 'b', 'left', 'right', 'up', 'down', 'start', 'select']
matrix_shape = (16, 20)
game_area_observation_space = spaces.Box(low=0, high=255, shape=matrix_shape, dtype=np.uint8)
class GenericPyBoyEnv(gym.Env):
def __init__(self, pyboy, debug=False):
super().__init__()
self.pyboy = pyboy
self._fitness=0
self._previous_fitness=0
self.debug = debug
if not self.debug:
self.pyboy.set_emulation_speed(0)
self.action_space = spaces.Discrete(len(actions))
self.observation_space = game_area_observation_space
self.pyboy.game_wrapper.start_game()
def step(self, action):
assert self.action_space.contains(action), "%r (%s) invalid" % (action, type(action))
# Move the agent
if action == 0:
pass
else:
self.pyboy.button(actions[action])
# Consider disabling renderer when not needed to improve speed:
# self.pyboy.tick(1, False)
self.pyboy.tick(1)
done = self.pyboy.game_wrapper.game_over
self._calculate_fitness()
reward=self._fitness-self._previous_fitness
observation=self.pyboy.game_area()
info = {}
truncated = False
return observation, reward, done, truncated, info
def _calculate_fitness(self):
self._previous_fitness=self._fitness
# NOTE: Only some game wrappers will provide a score
# If not, you'll have to investigate how to score the game yourself
self._fitness=self.pyboy.game_wrapper.score
def reset(self, **kwargs):
self.pyboy.game_wrapper.reset_game()
self._fitness=0
self._previous_fitness=0
observation=self.pyboy.game_area()
info = {}
return observation, info
def render(self, mode='human'):
pass
def close(self):
self.pyboy.stop()