Tianshou/tianshou/data/__init__.py
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

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Python

from tianshou.data.batch import Batch
from tianshou.data.utils.converter import to_numpy, to_torch, to_torch_as
from tianshou.data.utils.segtree import SegmentTree
from tianshou.data.buffer import (
ReplayBuffer,
PrioritizedReplayBuffer,
ReplayBufferManager,
PrioritizedReplayBufferManager,
VectorReplayBuffer,
PrioritizedVectorReplayBuffer,
CachedReplayBuffer,
)
from tianshou.data.collector import Collector, AsyncCollector
__all__ = [
"Batch",
"to_numpy",
"to_torch",
"to_torch_as",
"SegmentTree",
"ReplayBuffer",
"PrioritizedReplayBuffer",
"ReplayBufferManager",
"PrioritizedReplayBufferManager",
"VectorReplayBuffer",
"PrioritizedVectorReplayBuffer",
"CachedReplayBuffer",
"Collector",
"AsyncCollector",
]