You can either:
- Fork your own copy of the repo, and work on it
- or, download a zip file containing everything: https://github.com/mikuhatsune/ie534_rl_hw/archive/master.zip
- or, directly clone the repo to local (not recommended):
git clone https://github.com/mikuhatsune/ie534_rl_hw.gitPlease follow instructions in the Jupyter notebook rl.ipynb.
An example of finished homework is in example_solution/rl.ipynb and example_solution/rl.pdf.
Example training logs example_solution/log_breakout_dqn.txt, and example_solution/log_breakout_a2c.txt. Format:
iter: iteration
n_ep: number of episodes (games played)
ep_len: running averaged episode length
ep_rew: running averaged episode clipped reward
raw_ep_rew: running averaged raw episode reward (actual raw game score)
env_step: number of environment simulation steps
time, rem: time passed, estimated time remain
iter 500 |loss 0.00 |n_ep 28 |ep_len 31.3 |ep_rew -0.22 |raw_ep_rew 1.76 |env_step 1000 |time 00:04 rem 281:49
Run these commands once to make BlueWaters happy (install a newer version of gym):
module load python/2.0.0
pip install gym[atari]==0.14 --user
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