# Module: tf_agents.bandits.environments.non_stationary_stochastic_environment

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| [![](https://www.tensorflow.org/images/GitHub-Mark-32px.png) View source on GitHub](https://github.com/tensorflow/agents/blob/v0.19.0/tf_agents/bandits/environments/non_stationary_stochastic_environment.py) |

Bandit environment that returns random observations and rewards.

## Classes

[`class EnvironmentDynamics`](https://www.tensorflow.org/agents/api_docs/python/tf_agents/bandits/environments/non_stationary_stochastic_environment/EnvironmentDynamics): Abstract class to represent a non-stationary environment dynamics.

[`class NonStationaryStochasticEnvironment`](https://www.tensorflow.org/agents/api_docs/python/tf_agents/bandits/environments/non_stationary_stochastic_environment/NonStationaryStochasticEnvironment): Implements a general non-stationary environment.

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| ## Other Members ||
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| absolute_import | Instance of `__future__._Feature` |
| division | Instance of `__future__._Feature` |
| print_function | Instance of `__future__._Feature` |

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