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Gymnasium/docs/api/vector.md

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---
title: Vector
---
# Vectorize
```{toctree}
:hidden:
vector/wrappers
vector/async_vector_env
vector/sync_vector_env
vector/utils
```
## Gymnasium.vector.VectorEnv
```{eval-rst}
.. autoclass:: gymnasium.vector.VectorEnv
```
### Methods
```{eval-rst}
.. automethod:: gymnasium.vector.VectorEnv.step
.. automethod:: gymnasium.vector.VectorEnv.reset
.. automethod:: gymnasium.vector.VectorEnv.render
.. automethod:: gymnasium.vector.VectorEnv.close
```
### Attributes
```{eval-rst}
.. autoattribute:: gymnasium.vector.VectorEnv.num_envs
The number of sub-environments in the vector environment.
.. autoattribute:: gymnasium.vector.VectorEnv.action_space
The (batched) action space. The input actions of `step` must be valid elements of `action_space`.
.. autoattribute:: gymnasium.vector.VectorEnv.observation_space
The (batched) observation space. The observations returned by `reset` and `step` are valid elements of `observation_space`.
.. autoattribute:: gymnasium.vector.VectorEnv.single_action_space
The action space of a sub-environment.
.. autoattribute:: gymnasium.vector.VectorEnv.single_observation_space
The observation space of a sub-environment.
.. autoattribute:: gymnasium.vector.VectorEnv.spec
The ``EnvSpec`` of the environment normally set during :py:meth:`gymnasium.make_vec`
.. autoattribute:: gymnasium.vector.VectorEnv.metadata
The metadata of the environment containing rendering modes, rendering fps, etc
.. autoattribute:: gymnasium.vector.VectorEnv.render_mode
The render mode of the environment which should follow similar specifications to `Env.render_mode`.
.. autoattribute:: gymnasium.vector.VectorEnv.closed
If the vector environment has been closed already.
```
### Additional Methods
```{eval-rst}
.. autoproperty:: gymnasium.vector.VectorEnv.unwrapped
.. autoproperty:: gymnasium.vector.VectorEnv.np_random
.. autoproperty:: gymnasium.vector.VectorEnv.np_random_seed
```
## Making Vector Environments
```{eval-rst}
To create vector environments, gymnasium provides :func:`gymnasium.make_vec` as an equivalent function to :func:`gymnasium.make`.
```