2 Commits

Author SHA1 Message Date
ChenDRAG
150d0ec51b
Step collector implementation (#280)
This is the third PR of 6 commits mentioned in #274, which features refactor of Collector to fix #245. You can check #274 for more detail.

Things changed in this PR:

1. refactor collector to be more cleaner, split AsyncCollector to support asyncvenv;
2. change buffer.add api to add(batch, bffer_ids); add several types of buffer (VectorReplayBuffer, PrioritizedVectorReplayBuffer, etc.)
3. add policy.exploration_noise(act, batch) -> act
4. small change in BasePolicy.compute_*_returns
5. move reward_metric from collector to trainer
6. fix np.asanyarray issue (different version's numpy will result in different output)
7. flake8 maxlength=88
8. polish docs and fix test

Co-authored-by: n+e <trinkle23897@gmail.com>
2021-02-19 10:33:49 +08:00
Jialu Zhu
a511cb4779
Add offline trainer and discrete BCQ algorithm (#263)
The result needs to be tuned after `done` issue fixed.

Co-authored-by: n+e <trinkle23897@gmail.com>
2021-01-20 18:13:04 +08:00