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Modifying dopamine to accept continuous action spaces

Open crobarcro opened this issue 7 years ago • 2 comments

Could you possibly comment on the difficult of getting dopamine to work with continuous action spaces? Is this something that could be done with a bit of effort, or are the agents completely incompatible with this type of action space? I wanted to have a go getting dopamine to work with the OpenAI Gym BipedalWalker environment. I managed to get all of the initialization and setup working, then realized an assumption of discreet action spaces was hard-coded into dopamine.

crobarcro avatar Nov 14 '18 21:11 crobarcro

It probably isn't easy, the agents are incompatible with these action spaces. This was probably the toughest choice for the first version – to support continuous actions or not. It would have significantly increased code complexity, so we decided to wait until we had a better sense of where to take Dopamine next.

mgbellemare avatar Nov 15 '18 03:11 mgbellemare

Ok, thanks for this, I appreciate you taking the time to answer my question.

crobarcro avatar Nov 15 '18 08:11 crobarcro