Test the GEQL algorithm (https://arxiv.org/pdf/1603.04119.pdf), by making it play Mario.
-
Dependencies:
pip3 install gym nes_py gym_super_mario_bros
-
Instructions:
python3 MarioRLUI.py
Test the GEQL algorithm (https://arxiv.org/pdf/1603.04119.pdf), by making it play Mario.
Dependencies:
pip3 install gym nes_py gym_super_mario_bros
Instructions:
python3 MarioRLUI.py
629/2048 trajectories finished for next regressor
Episode #2421 stats: fitness=899 (MA100=697.34), game_time=20, fps=321.1290965966789, frame_count=476, wall_time=1.48226991899719
/home/ubuntu/geql/impl/AggressiveDSPolicy.py:26: RuntimeWarning: invalid value encountered in true_divide
temp = np.nan_to_num(temp/np.sum(temp))
Traceback (most recent call last):
File "MarioRLUI.py", line 304, in
app.main_loop()
File "MarioRLUI.py", line 159, in main_loop
self.train()
File "MarioRLUI.py", line 217, in train
self.rl_agent.step()
File "/home/ubuntu/geql/MarioRLAgent.py", line 247, in step
next_action = self.action_policy.get_action(next_state, self.q_estimator)
File "/home/ubuntu/geql/impl/AggressiveDSPolicy.py", line 35, in get_action
action_choice = np.random.choice(self.actions, p=mask)
File "mtrand.pyx", line 1148, in mtrand.RandomState.choice
ValueError: probabilities do not sum to 1
In the current code, you always have to make mario expore the field before the actual training.
It might be possible to avoid this by storing the pretraining state?
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.