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from abc import abstractmethod | |
from typing import Any, Optional | |
from mlagents_envs.base_env import BaseEnv | |
class BaseRegistryEntry: | |
def __init__( | |
self, | |
identifier: str, | |
expected_reward: Optional[float], | |
description: Optional[str], | |
): | |
""" | |
BaseRegistryEntry allows launching a Unity Environment with its make method. | |
:param identifier: The name of the Unity Environment. | |
:param expected_reward: The cumulative reward that an Agent must receive | |
for the task to be considered solved. | |
:param description: A description of the Unity Environment. Contains human | |
readable information about potential special arguments that the make method can | |
take as well as information regarding the observation, reward, actions, | |
behaviors and number of agents in the Environment. | |
""" | |
self._identifier = identifier | |
self._expected_reward = expected_reward | |
self._description = description | |
def identifier(self) -> str: | |
""" | |
The unique identifier of the entry | |
""" | |
return self._identifier | |
def expected_reward(self) -> Optional[float]: | |
""" | |
The cumulative reward that an Agent must receive for the task to be considered | |
solved. | |
""" | |
return self._expected_reward | |
def description(self) -> Optional[str]: | |
""" | |
A description of the Unity Environment the entry can make. | |
""" | |
return self._description | |
def make(self, **kwargs: Any) -> BaseEnv: | |
""" | |
This method creates a Unity BaseEnv (usually a UnityEnvironment). | |
""" | |
raise NotImplementedError( | |
f"The make() method not implemented for entry {self.identifier}" | |
) | |