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bomberman-rl-keras's Issues

A3C not working stable with few cores

We observed that A3C is not performing well, when run with 2 threads compared with 16. We assume that is caused by the design of A3C which requires multiple actors to work on global model. Mitigated by 0e73661 for a3c_coinman

Make crate field sparse

Currently number of crates is dense, should be switched to more sparse approach --> more different experience

Test on empty area

Similar to what has been done here one could test a trained agent on an empty gaming area and see how it behaves. As there are neither coins nor crates one would expect that bomberman runs around randomly, perhaps sometimes dropping a bomb.

Cythonize gym

Explore whether it is feasible to use Cython to accelerate our gym_bomberman.

DQN variants

Evaluate variants of DQN: double DQN and dueling DQN. By default the parameters in the DQNAgent constructor are like this enable_double_dqn=True, enable_dueling_network=False .

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