A Gymnasium environment for the Flappy Bird game.
Project description
Flappy Bird for Gymnasium
This repository contains the implementation of Gymnasium environment for the Flappy Bird game. The implementation of the game's logic and graphics was based on the flappy-bird-gym project, by @Talendar.
State space
The "FlappyBird-v0" environment, yields simple numerical information about the game's state as observations or RGB-arrays (images) representing the game's screen.
FlappyBird-v0
-
the last pipe's horizontal position
-
the last top pipe's vertical position
-
the last bottom pipe's vertical position
-
the next pipe's horizontal position
-
the next top pipe's vertical position
-
the next bottom pipe's vertical position
-
the next next pipe's horizontal position
-
the next next top pipe's vertical position
-
the next next bottom pipe's vertical position
-
player's vertical position
-
player's vertical velocity
-
player's rotation
-
or RGB-array (image) representing the game's screen
Action space
- 0 - do nothing
- 1 - flap
Rewards
- +0.1 - every frame it stays alive
- +1.0 - successfully passing a pipe
- -1.0 - dying
Installation
To install flappy-bird-gymnasium
, simply run the following command:
$ pip install flappy-bird-gymnasium
Usage
Like with other gymnasium
environments, it's very easy to use flappy-bird-gymnasium
.
Simply import the package and create the environment with the make
function.
Take a look at the sample code below:
import flappy_bird_gymnasium
import gymnasium
env = gymnasium.make("FlappyBird-v0", render_mode="human")
obs, _ = env.reset()
while True:
# Next action:
# (feed the observation to your agent here)
action = env.action_space.sample()
# Processing:
obs, reward, terminated, _, info = env.step(action)
# Checking if the player is still alive
if terminated:
break
env.close()
Playing
To play the game (human mode), run the following command:
$ flappy_bird_gymnasium
To see a random agent playing, add an argument to the command:
$ flappy_bird_gymnasium --mode random
To see a Deep Q Network agent playing, add an argument to the command:
$ flappy_bird_gymnasium --mode dqn
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