pytorch · vmoens · Sep 14, 2023 · Sep 14, 2023 · Sep 14, 2023 · Sep 14, 2023
diff --git a/README.md b/README.md
@@ -265,7 +265,7 @@ And it is `functorch` and `torch.compile` compatible!
 - A common [interface for environments](torchrl/envs)
   which supports common libraries (OpenAI gym, deepmind control lab, etc.)<sup>(1)</sup> and state-less execution 
   (e.g. Model-based environments).
-  The [batched environments](torchrl/envs/vec_env.py) containers allow parallel execution<sup>(2)</sup>.
+  The [batched environments](torchrl/envs/batched_envs.py) containers allow parallel execution<sup>(2)</sup>.
   A common PyTorch-first class of [tensor-specification class](torchrl/data/tensor_specs.py) is also provided.
   TorchRL's environments API is simple but stringent and specific. Check the 
   [documentation](https://pytorch.org/rl/reference/envs.html)

diff --git a/test/_utils_internal.py b/test/_utils_internal.py
@@ -20,15 +20,16 @@
 from tensordict import tensorclass
 from torchrl._utils import implement_for, seed_generator
 
-from torchrl.envs import ObservationNorm
+from torchrl.envs import MultiThreadedEnv, ObservationNorm
+from torchrl.envs.batched_envs import ParallelEnv, SerialEnv
+from torchrl.envs.libs.envpool import _has_envpool
 from torchrl.envs.libs.gym import _has_gym, GymEnv
 from torchrl.envs.transforms import (
     Compose,
     RewardClipping,
     ToTensorImage,
     TransformedEnv,
 )
-from torchrl.envs.vec_env import _has_envpool, MultiThreadedEnv, ParallelEnv, SerialEnv
 
 # Specified for test_utils.py
 __version__ = "0.3"

diff --git a/test/test_libs.py b/test/test_libs.py
@@ -49,8 +49,10 @@
     ParallelEnv,
     RenameTransform,
 )
+from torchrl.envs.batched_envs import SerialEnv
 from torchrl.envs.libs.brax import _has_brax, BraxEnv
 from torchrl.envs.libs.dm_control import _has_dmc, DMControlEnv, DMControlWrapper
+from torchrl.envs.libs.envpool import _has_envpool, MultiThreadedEnvWrapper
 from torchrl.envs.libs.gym import (
     _has_gym,
     _is_from_pixels,
@@ -66,7 +68,6 @@
 from torchrl.envs.libs.robohive import RoboHiveEnv
 from torchrl.envs.libs.vmas import _has_vmas, VmasEnv, VmasWrapper
 from torchrl.envs.utils import check_env_specs, ExplorationType, MarlGroupMapType
-from torchrl.envs.vec_env import _has_envpool, MultiThreadedEnvWrapper, SerialEnv
 from torchrl.modules import ActorCriticOperator, MLP, SafeModule, ValueOperator
 
 _has_d4rl = importlib.util.find_spec("d4rl") is not None

diff --git a/torchrl/collectors/collectors.py b/torchrl/collectors/collectors.py
@@ -38,6 +38,7 @@
 from torchrl.collectors.utils import split_trajectories
 from torchrl.data.tensor_specs import CompositeSpec, TensorSpec
 from torchrl.data.utils import CloudpickleWrapper, DEVICE_TYPING
+from torchrl.envs.batched_envs import _BatchedEnv
 from torchrl.envs.common import EnvBase
 from torchrl.envs.transforms import StepCounter, TransformedEnv
 from torchrl.envs.utils import (
@@ -47,7 +48,6 @@
     set_exploration_type,
     step_mdp,
 )
-from torchrl.envs.vec_env import _BatchedEnv
 
 _TIMEOUT = 1.0
 _MIN_TIMEOUT = 1e-3  # should be several orders of magnitude inferior wrt time spent collecting a trajectory

diff --git a/torchrl/envs/__init__.py b/torchrl/envs/__init__.py
@@ -3,9 +3,11 @@
 # This source code is licensed under the MIT license found in the
 # LICENSE file in the root directory of this source tree.
 
+from .batched_envs import ParallelEnv, SerialEnv
 from .common import EnvBase, EnvMetaData, make_tensordict
 from .env_creator import EnvCreator, get_env_metadata
 from .gym_like import default_info_dict_reader, GymLikeEnv
+from .libs.envpool import MultiThreadedEnv
 from .model_based import ModelBasedEnvBase
 from .transforms import (
     ActionMask,
@@ -66,4 +68,3 @@
     set_exploration_type,
     step_mdp,
 )
-from .vec_env import MultiThreadedEnv, ParallelEnv, SerialEnv