Minhui Li 39f8391cfb
Add map_action_inverse for fixing error of storing random action (#568)
(Issue #512) Random start in Collector sample actions from the action space, while policies output action in a range (typically [-1, 1]) and map action to the action space. The buffer only stores unmapped actions, so the actions randomly initialized are not correct when the action range is not [-1, 1]. This may influence policy learning and particularly model learning in model-based methods.

This PR fixes it by adding an inverse operation before adding random initial actions to the buffer.
2022-03-12 22:26:00 +08:00
..
2021-09-03 05:05:04 +08:00