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Open AI Gym is the most widely used one, but it is only a spec for environment. Nothing else. https://github.com/openai/gym
Acme has a slightly different one: https://github.com/deepmind/acme which includes specs for agents, buffers etc. It is very general. You can see their component description here: https://github.com/deepmind/acme/blob/master/docs/components.md
rlpyt also has abstractions for additional things besides environments: https://github.com/astooke/rlpyt
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.
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