# # Copyright (c) 2017 Intel Corporation # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # from typing import List import numpy as np from rl_coach.spaces import ActionSpace, DiscreteActionSpace, BoxActionSpace from rl_coach.core_types import ActionType from rl_coach.exploration_policies.exploration_policy import ExplorationPolicy, ExplorationParameters class GreedyParameters(ExplorationParameters): @property def path(self): return 'rl_coach.exploration_policies.greedy:Greedy' class Greedy(ExplorationPolicy): def __init__(self, action_space: ActionSpace): """ :param action_space: the action space used by the environment """ super().__init__(action_space) def get_action(self, action_values: List[ActionType]) -> ActionType: if type(self.action_space) == DiscreteActionSpace: return np.argmax(action_values) if type(self.action_space) == BoxActionSpace: return action_values def get_control_param(self): return 0