Index

_

__call__() (AbstractGaussianPolicy method) (AdamOptimizer method) (AdaptiveOptimizer method) (Boltzmann method) (BoltzmannTorchPolicy method) (CategoricalWrapper method) (ClippedGaussianPolicy method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (EpsGreedy method) (FourierBasis method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianRBF method) (GaussianTorchPolicy method) (LinearParameter method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (PolynomialBasis method) (Preprocessor method) (Regressor method) (SGDOptimizer method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (TDPolicy method) (Tiles method) (TorchPolicy method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (VideoRecorder method) (VoronoiTiles method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) __init__() (AbstractDQN method) (AbstractGaussianPolicy method) (AbstractGridWorld method) (AccumulatingTrace method) (AdamOptimizer method) (AdaptiveOptimizer method) (Agent method) (AgentInfo method) (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (Atari method) (AveragedDQN method) (BallInACup method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (Box method) (CarOnHill method) (CartPole method) (CategoricalDQN method) (CategoricalWrapper method) (ClippedGaussianPolicy method) (CMAC method) (ConsoleLogger method) (COPDAC_Q method) (Core method) (CV2Viewer method) (DataLogger method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Discrete method) (Distribution method) (DMControl method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (Environment method) (EpsGreedy method) (ExpectedSARSA method) (FiniteMDP method) (FourierBasis method) (FQI method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianRBF method) (GaussianTorchPolicy method) (GenericBasisTensor method) (GPOMDP method) (GridWorld method) (GridWorldVanHasselt method) (Gym method) (Habitat method) (HabitatNavigationWrapper method) (HabitatRearrangeWrapper method) (iGibson method) (ImageViewer method) (InvertedPendulum method) (LazyFrames method) (LinearApproximator method) (LinearParameter method) (Logger method) (LQR method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MDPInfo method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MiniGrid method) (MinMaxPreprocessor method) (MuJoCo method) (MultiMuJoCo method) (NoisyDQN method) (NumpyTorchApproximator method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (PolynomialBasis method) (Preprocessor method) (PrioritizedReplayMemory method) (PuddleWorld method) (PyBullet method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (RandomFourierBasis method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (ReplayMemory method) (RLearning method) (RQLearning method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (Segway method) (SequenceReplayMemory method) (Serializable method) (SGDOptimizer method) (ShipSteering method) (SpeedyQLearning method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (SumTree method) (Table method) (TDPolicy method) (Tiles method) (TorchApproximator method) (TorchPolicy method) (TrueOnlineSARSALambda method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (VideoRecorder method) (Viewer method) (VoronoiTiles method) (WeightedQLearning method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) _add_save_attr() (AbstractDQN method) (AbstractGaussianPolicy method) (AccumulatingTrace method) (AdamOptimizer method) (AdaptiveOptimizer method) (Agent method) (AgentInfo method) (AveragedDQN method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (CategoricalDQN method) (ClippedGaussianPolicy method) (CMAC method) (COPDAC_Q method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (EpsGreedy method) (ExpectedSARSA method) (FQI method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianTorchPolicy method) (GPOMDP method) (LinearApproximator method) (LinearParameter method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MDPInfo method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (NoisyDQN method) (NumpyTorchApproximator method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (Preprocessor method) (PrioritizedReplayMemory method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (ReplayMemory method) (RLearning method) (RQLearning method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SequenceReplayMemory method) (Serializable method) (SGDOptimizer method) (SpeedyQLearning method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (SumTree method) (Table method) (TDPolicy method) (TorchApproximator method) (TorchPolicy method) (TrueOnlineSARSALambda method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WeightedQLearning method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) _agent_preprocess() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method) _append_folder() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _bound() (AbstractGridWorld static method) (AirHockeyBase static method) (AirHockeyBaseBullet static method) (AirHockeyDefend static method) (AirHockeyDefendBullet static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyHitBullet static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (AirHockeySingleBullet static method) (Atari static method) (BallInACup static method) (CarOnHill static method) (CartPole static method) (DMControl static method) (Environment static method) (FiniteMDP static method) (GridWorld static method) (GridWorldVanHasselt static method) (Gym static method) (Habitat static method) (iGibson static method) (InvertedPendulum static method) (LQR static method) (MiniGrid static method) (MuJoCo static method) (MultiMuJoCo static method) (PuddleWorld static method) (PyBullet static method) (Segway static method) (ShipSteering static method) _build_recorder_class() (Core method) _check_collision() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) _compute() (DecayParameter method) (LinearParameter method) (Mellowmax.MellowmaxParameter method) (Parameter method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) _compute_action() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _compute_exponents() (PolynomialBasis static method) _compute_gradient() (eNAC method) (GPOMDP method) (REINFORCE method) _convert_to_scale() (GaussianRBFTensor static method) (GenericBasisTensor static method) (VonMisesBFTensor static method) _create_info_dictionary() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method)

_create_observation() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _custom_load_models() (AirHockeyBaseBullet method) (AirHockeyDefendBullet method) (AirHockeyHitBullet method) (AirHockeySingleBullet method) (PyBullet method) _episode_end_update() (eNAC method) (GPOMDP method) (REINFORCE method) _get_collision_force() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) _get_env_id_map() (MultiMuJoCo static method) _get_serialization_method() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _init_update() (eNAC method) (GPOMDP method) (REINFORCE method) _load_json() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _load_list() (AccumulatingTrace class method) (AdamOptimizer class method) (AdaptiveOptimizer class method) (Optimizer class method) (ReplacingTrace class method) (SGDOptimizer class method) _load_mushroom() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _load_numpy() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _load_pickle() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _load_torch() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _modify_mdp_info() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _modify_observation() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) _next_q() (AbstractDQN method) (AveragedDQN method) (CategoricalDQN method) (DoubleDQN method) (DQN method) (DuelingDQN method) (MaxminDQN method) (NoisyDQN method) (QuantileDQN method) (Rainbow method) (RQLearning method) (WeightedQLearning method) _parse() (eNAC method) (GPOMDP method) (REINFORCE method) _post_load() (AbstractDQN method) (AbstractGaussianPolicy method) (AccumulatingTrace method) (AdamOptimizer method) (AdaptiveOptimizer method) (Agent method) (AgentInfo method) (AveragedDQN method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (CategoricalDQN method) (ClippedGaussianPolicy method) (CMAC method) (COPDAC_Q method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (EpsGreedy method) (ExpectedSARSA method) (FQI method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianTorchPolicy method) (GPOMDP method) (LinearApproximator method) (LinearParameter method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MDPInfo method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (NoisyDQN method) (NumpyTorchApproximator method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (Preprocessor method) (PrioritizedReplayMemory method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (ReplayMemory method) (RLearning method) (RQLearning method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SequenceReplayMemory method) (Serializable method) (SGDOptimizer method) (SpeedyQLearning method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (SumTree method) (Table method) (TDPolicy method) (TorchApproximator method) (TorchPolicy method) (TrueOnlineSARSALambda method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WeightedQLearning method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) _preprocess() (Core method) _preprocess_action() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _read_data() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) _reset() (Core method) _save_json() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _save_mushroom() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _save_numpy() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _save_pickle() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _save_torch() (AccumulatingTrace static method) (AdamOptimizer static method) (AdaptiveOptimizer static method) (Optimizer static method) (ReplacingTrace static method) (SGDOptimizer static method) _simulation_post_step() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _simulation_pre_step() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _step() (Core method) _step_finalize() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _step_init() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) _step_update() (eNAC method) (GPOMDP method) (REINFORCE method) _update() (DoubleQLearning method) (ExpectedSARSA method) (MaxminQLearning method) (QLambda method) (QLearning method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (TrueOnlineSARSALambda method) (WeightedQLearning method) _update_agent_preprocessor() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method) _update_parameters() (eNAC method) (GPOMDP method) (REINFORCE method) _update_target() (AbstractDQN method) (AveragedDQN method) (CategoricalDQN method) (DoubleDQN method) (DQN method) (DuelingDQN method) (MaxminDQN method) (NoisyDQN method) (QuantileDQN method) (Rainbow method) _wait() (CV2Viewer method) _window_was_closed() (CV2Viewer method) _write_data() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method)

A

AbstractDQN (class in mushroom_rl.algorithms.value.dqn) AbstractGaussianPolicy (class in mushroom_rl.policy.gaussian_policy) AbstractGridWorld (class in mushroom_rl.environments.grid_world) AccumulatingTrace (class in mushroom_rl.rl_utils.eligibility_trace) AdamOptimizer (class in mushroom_rl.rl_utils.optimizers) AdaptiveOptimizer (class in mushroom_rl.rl_utils.optimizers) add() (PrioritizedReplayMemory method) (ReplayMemory method) (SequenceReplayMemory method) (SumTree method) add_agent_preprocessor() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method) add_core_preprocessor() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method)

Agent (class in mushroom_rl.core.agent) AgentInfo (class in mushroom_rl.core.agent) AirHockeyBase (class in mushroom_rl.environments.mujoco_envs.air_hockey.base) AirHockeyBaseBullet (class in mushroom_rl.environments.pybullet_envs.air_hockey.base) AirHockeyDefend (class in mushroom_rl.environments.mujoco_envs.air_hockey.defend) AirHockeyDefendBullet (class in mushroom_rl.environments.pybullet_envs.air_hockey.defend) AirHockeyDouble (class in mushroom_rl.environments.mujoco_envs.air_hockey.double) AirHockeyHit (class in mushroom_rl.environments.mujoco_envs.air_hockey.hit) AirHockeyHitBullet (class in mushroom_rl.environments.pybullet_envs.air_hockey.hit) AirHockeyPrepare (class in mushroom_rl.environments.mujoco_envs.air_hockey.prepare) AirHockeyRepel (class in mushroom_rl.environments.mujoco_envs.air_hockey.repel) AirHockeySingle (class in mushroom_rl.environments.mujoco_envs.air_hockey.single) AirHockeySingleBullet (class in mushroom_rl.environments.pybullet_envs.air_hockey.single) arrow_head() (Viewer method) Atari (class in mushroom_rl.environments.atari) AveragedDQN (class in mushroom_rl.algorithms.value.dqn)

B

background_image() (Viewer method) BallInACup (class in mushroom_rl.environments.mujoco_envs.ball_in_a_cup) bfs() (in module mushroom_rl.solvers.car_on_hill)

Boltzmann (class in mushroom_rl.policy.td_policy) BoltzmannTorchPolicy (class in mushroom_rl.policy.torch_policy) BoostedFQI (class in mushroom_rl.algorithms.value.batch_td) Box (class in mushroom_rl.rl_utils.spaces)

C

CarOnHill (class in mushroom_rl.environments.car_on_hill) CartPole (class in mushroom_rl.environments.cart_pole) CategoricalDQN (class in mushroom_rl.algorithms.value.dqn) CategoricalWrapper (class in mushroom_rl.utils.torch) circle() (Viewer method) ClippedGaussianPolicy (class in mushroom_rl.policy.noise_policy) close() (ImageViewer method) (Viewer method) CMAC (class in mushroom_rl.approximators.parametric.cmac) compute_advantage() (in module mushroom_rl.rl_utils.value_functions) compute_advantage_montecarlo() (in module mushroom_rl.rl_utils.value_functions) compute_gae() (in module mushroom_rl.rl_utils.value_functions) compute_lqr_feedback_gain() (in module mushroom_rl.solvers.lqr) compute_lqr_P() (in module mushroom_rl.solvers.lqr) compute_lqr_Q() (in module mushroom_rl.solvers.lqr) compute_lqr_Q_gaussian_policy() (in module mushroom_rl.solvers.lqr) compute_lqr_Q_gaussian_policy_gradient_K() (in module mushroom_rl.solvers.lqr) compute_lqr_V() (in module mushroom_rl.solvers.lqr) compute_lqr_V_gaussian_policy() (in module mushroom_rl.solvers.lqr) compute_lqr_V_gaussian_policy_gradient_K() (in module mushroom_rl.solvers.lqr) compute_mu() (in module mushroom_rl.environments.generators.grid_world) (in module mushroom_rl.environments.generators.taxi) compute_probabilities() (in module mushroom_rl.environments.generators.grid_world) (in module mushroom_rl.environments.generators.simple_chain) (in module mushroom_rl.environments.generators.taxi) compute_reward() (in module mushroom_rl.environments.generators.grid_world) (in module mushroom_rl.environments.generators.simple_chain) (in module mushroom_rl.environments.generators.taxi) ConsoleLogger (class in mushroom_rl.core.logger) ConstantTensor (class in mushroom_rl.features.tensors.constant_tensor) COPDAC_Q (class in mushroom_rl.algorithms.actor_critic.classic_actor_critic) copy() (AbstractDQN method) (AbstractGaussianPolicy method) (AccumulatingTrace method) (AdamOptimizer method) (AdaptiveOptimizer method) (Agent method) (AgentInfo method) (AveragedDQN method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (CategoricalDQN method) (ClippedGaussianPolicy method) (CMAC method) (COPDAC_Q method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (EpsGreedy method) (ExpectedSARSA method) (FQI method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianTorchPolicy method) (GPOMDP method) (LinearApproximator method) (LinearParameter method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MDPInfo method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (NoisyDQN method) (NumpyTorchApproximator method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (Preprocessor method) (PrioritizedReplayMemory method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (ReplayMemory method) (RLearning method) (RQLearning method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SequenceReplayMemory method) (Serializable method) (SGDOptimizer method) (SpeedyQLearning method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (SumTree method) (Table method) (TDPolicy method) (TorchApproximator method) (TorchPolicy method) (TrueOnlineSARSALambda method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WeightedQLearning method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method)

Core (class in mushroom_rl.core.core) core_preprocessors (AbstractDQN property) (Agent property) (AveragedDQN property) (BoostedFQI property) (CategoricalDQN property) (COPDAC_Q property) (DoubleDQN property) (DoubleFQI property) (DoubleQLearning property) (DQN property) (DuelingDQN property) (eNAC property) (ExpectedSARSA property) (FQI property) (GPOMDP property) (LSPI property) (MaxminDQN property) (MaxminQLearning property) (NoisyDQN property) (QLambda property) (QLearning property) (QuantileDQN property) (Rainbow property) (REINFORCE property) (RLearning property) (RQLearning property) (SARSA property) (SARSALambda property) (SARSALambdaContinuous property) (SpeedyQLearning property) (StochasticAC property) (StochasticAC_AVG property) (TrueOnlineSARSALambda property) (WeightedQLearning property) critical() (ConsoleLogger method) (Logger method) CV2Viewer (class in mushroom_rl.utils.viewer)

D

DataLogger (class in mushroom_rl.core.logger) debug() (ConsoleLogger method) (Logger method) DecayParameter (class in mushroom_rl.rl_utils.parameters) DeterministicPolicy (class in mushroom_rl.policy.deterministic_policy) DiagonalGaussianPolicy (class in mushroom_rl.policy.gaussian_policy) diff() (AbstractGaussianPolicy method) (ClippedGaussianPolicy method) (CMAC method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (LinearApproximator method) (NumpyTorchApproximator method) (OrnsteinUhlenbeckPolicy method) (ParametricPolicy method) (Regressor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (TorchApproximator method) diff_log() (AbstractGaussianPolicy method) (ClippedGaussianPolicy method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (OrnsteinUhlenbeckPolicy method) (ParametricPolicy method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) Discrete (class in mushroom_rl.rl_utils.spaces) display() (CV2Viewer method) (ImageViewer method) (Viewer method) Distribution (class in mushroom_rl.distributions.distribution) distribution() (BoltzmannTorchPolicy method) (GaussianTorchPolicy method) (TorchPolicy method) distribution_t() (BoltzmannTorchPolicy method) (GaussianTorchPolicy method) (TorchPolicy method) DMControl (class in mushroom_rl.environments.dm_control_env) DoubleDQN (class in mushroom_rl.algorithms.value.dqn) DoubleFQI (class in mushroom_rl.algorithms.value.batch_td) DoubleQLearning (class in mushroom_rl.algorithms.value.td) DQN (class in mushroom_rl.algorithms.value.dqn) draw_action() (AbstractDQN method) (AbstractGaussianPolicy method) (Agent method) (AveragedDQN method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (CategoricalDQN method) (ClippedGaussianPolicy method) (COPDAC_Q method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (EpsGreedy method) (ExpectedSARSA method) (FQI method) (GaussianPolicy method) (GaussianTorchPolicy method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (Mellowmax method) (NoisyDQN method) (OrnsteinUhlenbeckPolicy method) (ParametricPolicy method) (Policy method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (TDPolicy method) (TorchPolicy method) (TrueOnlineSARSALambda method) (WeightedQLearning method)

draw_action_t() (BoltzmannTorchPolicy method) (GaussianTorchPolicy method) (TorchPolicy method) DuelingDQN (class in mushroom_rl.algorithms.value.dqn)

E

EligibilityTrace() (in module mushroom_rl.rl_utils.eligibility_trace) eNAC (class in mushroom_rl.algorithms.policy_search.policy_gradient) entropy() (BoltzmannTorchPolicy method) (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianTorchPolicy method) (TorchPolicy method) entropy_t() (BoltzmannTorchPolicy method) (GaussianTorchPolicy method) (TorchPolicy method) Environment (class in mushroom_rl.core.environment) episode_start() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method)

episode_start_vectorized() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method) epoch_info() (ConsoleLogger method) (Logger method) EpsGreedy (class in mushroom_rl.policy.td_policy) error() (ConsoleLogger method) (Logger method) euler_to_mat() (in module mushroom_rl.utils.angles) euler_to_quat() (in module mushroom_rl.utils.angles) evaluate() (Core method) exception() (ConsoleLogger method) (Logger method) ExpectedSARSA (class in mushroom_rl.algorithms.value.td)

F

Features() (in module mushroom_rl.features.features) FiniteMDP (class in mushroom_rl.environments.finite_mdp) fit() (AbstractDQN method) (AccumulatingTrace method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (CMAC method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LinearApproximator method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (NumpyTorchApproximator method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (Table method) (TorchApproximator method) (TrueOnlineSARSALambda method) (WeightedQLearning method)

force_arrow() (Viewer method) FourierBasis (class in mushroom_rl.features.basis.fourier) FQI (class in mushroom_rl.algorithms.value.batch_td) function() (Viewer method)

G

GaussianCholeskyDistribution (class in mushroom_rl.distributions.gaussian) GaussianDiagonalDistribution (class in mushroom_rl.distributions.gaussian) GaussianDistribution (class in mushroom_rl.distributions.gaussian) GaussianPolicy (class in mushroom_rl.policy.gaussian_policy) GaussianRBF (class in mushroom_rl.features.basis.gaussian_rbf) GaussianRBFTensor (class in mushroom_rl.features.tensors.basis_tensor) GaussianTorchPolicy (class in mushroom_rl.policy.torch_policy) generate() (FourierBasis static method) (GaussianRBF static method) (GenericBasisTensor class method) (LQR static method) (PolynomialBasis static method) (RandomFourierBasis static method) (Tiles static method) (VoronoiTiles static method) generate_grid_world() (in module mushroom_rl.environments.generators.grid_world) generate_simple_chain() (in module mushroom_rl.environments.generators.simple_chain) generate_taxi() (in module mushroom_rl.environments.generators.taxi) GenericBasisTensor (class in mushroom_rl.features.tensors.basis_tensor) get() (PrioritizedReplayMemory method) (ReplayMemory method) (SequenceReplayMemory method) (SumTree method) get_action_features() (in module mushroom_rl.features.features) get_action_indices() (AirHockeyBase static method) (AirHockeyDefend static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (BallInACup static method) (MuJoCo static method) (MultiMuJoCo static method) get_action_space() (AirHockeyBase static method) (AirHockeyDefend static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (BallInACup static method) (MuJoCo static method) (MultiMuJoCo static method) get_all_observation_keys() (AirHockeyBase method) (AirHockeyDefend method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) get_ee() (AirHockeyDefend method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method)

get_frame() (Viewer static method) get_ind() (SumTree method) get_mean_and_confidence() (in module mushroom_rl.utils.plot) get_optimal_policy_return() (HabitatNavigationWrapper method) get_parameters() (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) get_puck() (AirHockeyDefend method) (AirHockeyHit method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) get_q() (Boltzmann method) (EpsGreedy method) (Mellowmax method) (TDPolicy method) get_regressor() (DeterministicPolicy method) get_shortest_path() (HabitatNavigationWrapper method) get_sim_state() (AirHockeyBaseBullet method) (AirHockeyDefendBullet method) (AirHockeyHitBullet method) (AirHockeySingleBullet method) (PyBullet method) get_value() (AdaptiveOptimizer method) (DecayParameter method) (LinearParameter method) (Mellowmax.MellowmaxParameter method) (Parameter method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) get_weights() (AbstractGaussianPolicy method) (BoltzmannTorchPolicy method) (ClippedGaussianPolicy method) (CMAC method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (GaussianPolicy method) (GaussianTorchPolicy method) (LinearApproximator method) (NumpyTorchApproximator method) (OrnsteinUhlenbeckPolicy method) (ParametricPolicy method) (Regressor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (TorchApproximator method) (TorchPolicy method) GPOMDP (class in mushroom_rl.algorithms.policy_search.policy_gradient) GridWorld (class in mushroom_rl.environments.grid_world) GridWorldVanHasselt (class in mushroom_rl.environments.grid_world) Gym (class in mushroom_rl.environments.gym_env)

H

Habitat (class in mushroom_rl.environments.habitat_env) HabitatNavigationWrapper (class in mushroom_rl.environments.habitat_env)

HabitatRearrangeWrapper (class in mushroom_rl.environments.habitat_env) high (Box property)

I

iGibson (class in mushroom_rl.environments.igibson_env) ImageViewer (class in mushroom_rl.utils.viewer) info (AbstractGridWorld property) (AirHockeyBase property) (AirHockeyBaseBullet property) (AirHockeyDefend property) (AirHockeyDefendBullet property) (AirHockeyDouble property) (AirHockeyHit property) (AirHockeyHitBullet property) (AirHockeyPrepare property) (AirHockeyRepel property) (AirHockeySingle property) (AirHockeySingleBullet property) (Atari property) (BallInACup property) (CarOnHill property) (CartPole property) (DMControl property) (Environment property) (FiniteMDP property) (GridWorld property) (GridWorldVanHasselt property) (Gym property) (Habitat property) (iGibson property) (InvertedPendulum property) (LQR property) (MiniGrid property) (MuJoCo property) (MultiMuJoCo property) (PuddleWorld property) (PyBullet property) (Segway property) (ShipSteering property)

info() (ConsoleLogger method) (Logger method) initial_value (DecayParameter property) (LinearParameter property) (Mellowmax.MellowmaxParameter property) (Parameter property) (VarianceDecreasingParameter property) (VarianceIncreasingParameter property) (VarianceParameter property) (WindowedVarianceIncreasingParameter property) (WindowedVarianceParameter property) initialized (PrioritizedReplayMemory property) (ReplayMemory property) (SequenceReplayMemory property) input_shape (Regressor property) InvertedPendulum (class in mushroom_rl.environments.inverted_pendulum) is_absorbing() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) is_cyclic() (GenericBasisTensor class method) (VonMisesBFTensor class method)

L

LazyFrames (class in mushroom_rl.utils.frames) learn() (Core method) line() (Viewer method) LinearApproximator (class in mushroom_rl.approximators.parametric.linear) LinearParameter (class in mushroom_rl.rl_utils.parameters) list_registered() (AbstractGridWorld static method) (AirHockeyBase static method) (AirHockeyBaseBullet static method) (AirHockeyDefend static method) (AirHockeyDefendBullet static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyHitBullet static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (AirHockeySingleBullet static method) (Atari static method) (BallInACup static method) (CarOnHill static method) (CartPole static method) (DMControl static method) (Environment static method) (FiniteMDP static method) (GridWorld static method) (GridWorldVanHasselt static method) (Gym static method) (Habitat static method) (iGibson static method) (InvertedPendulum static method) (LQR static method) (MiniGrid static method) (MuJoCo static method) (MultiMuJoCo static method) (PuddleWorld static method) (PyBullet static method) (Segway static method) (ShipSteering static method) load() (AbstractDQN class method) (AbstractGaussianPolicy class method) (AccumulatingTrace class method) (AdamOptimizer class method) (AdaptiveOptimizer class method) (Agent class method) (AgentInfo class method) (AveragedDQN class method) (Boltzmann class method) (BoltzmannTorchPolicy class method) (BoostedFQI class method) (CategoricalDQN class method) (ClippedGaussianPolicy class method) (CMAC class method) (COPDAC_Q class method) (DecayParameter class method) (DeterministicPolicy class method) (DiagonalGaussianPolicy class method) (Distribution class method) (DoubleDQN class method) (DoubleFQI class method) (DoubleQLearning class method) (DQN class method) (DuelingDQN class method) (eNAC class method) (EpsGreedy class method) (ExpectedSARSA class method) (FQI class method) (GaussianCholeskyDistribution class method) (GaussianDiagonalDistribution class method) (GaussianDistribution class method) (GaussianPolicy class method) (GaussianTorchPolicy class method) (GPOMDP class method) (LinearApproximator class method) (LinearParameter class method) (LSPI class method) (MaxminDQN class method) (MaxminQLearning class method) (MDPInfo class method) (Mellowmax class method) (Mellowmax.MellowmaxParameter class method) (MinMaxPreprocessor class method) (NoisyDQN class method) (NumpyTorchApproximator class method) (Optimizer class method) (OrnsteinUhlenbeckPolicy class method) (Parameter class method) (ParametricPolicy class method) (Policy class method) (Preprocessor class method) (PrioritizedReplayMemory class method) (QLambda class method) (QLearning class method) (QuantileDQN class method) (Rainbow class method) (Regressor class method) (REINFORCE class method) (ReplacingTrace class method) (ReplayMemory class method) (RLearning class method) (RQLearning class method) (RunningAveragedWindow class method) (RunningExpWeightedAverage class method) (RunningStandardization class method) (SARSA class method) (SARSALambda class method) (SARSALambdaContinuous class method) (SequenceReplayMemory class method) (Serializable class method) (SGDOptimizer class method) (SpeedyQLearning class method) (StandardizationPreprocessor class method) (StateLogStdGaussianPolicy class method) (StateStdGaussianPolicy class method) (StochasticAC class method) (StochasticAC_AVG class method) (SumTree class method) (Table class method) (TDPolicy class method) (TorchApproximator class method) (TorchPolicy class method) (TrueOnlineSARSALambda class method) (VarianceDecreasingParameter class method) (VarianceIncreasingParameter class method) (VarianceParameter class method) (WeightedQLearning class method) (WindowedVarianceIncreasingParameter class method) (WindowedVarianceParameter class method)

load_model() (AirHockeyBase static method) (AirHockeyDefend static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (BallInACup static method) (MuJoCo static method) (MultiMuJoCo static method) load_zip() (AccumulatingTrace class method) (AdamOptimizer class method) (AdaptiveOptimizer class method) (Optimizer class method) (ReplacingTrace class method) (SGDOptimizer class method) log_agent() (DataLogger method) (Logger method) log_best_agent() (DataLogger method) (Logger method) log_numpy() (DataLogger method) (Logger method) log_numpy_array() (DataLogger method) (Logger method) log_pdf() (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) log_prob_t() (BoltzmannTorchPolicy method) (GaussianTorchPolicy method) (TorchPolicy method) Logger (class in mushroom_rl.core.logger) loss_fit (NumpyTorchApproximator property) (TorchApproximator property) low (Box property) LQR (class in mushroom_rl.environments.lqr) LSPI (class in mushroom_rl.algorithms.value.batch_td)

M

make() (AbstractGridWorld static method) (AirHockeyBase static method) (AirHockeyBaseBullet static method) (AirHockeyDefend static method) (AirHockeyDefendBullet static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyHitBullet static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (AirHockeySingleBullet static method) (Atari static method) (BallInACup static method) (CarOnHill static method) (CartPole static method) (DMControl static method) (Environment static method) (FiniteMDP static method) (GridWorld static method) (GridWorldVanHasselt static method) (Gym static method) (Habitat static method) (iGibson static method) (InvertedPendulum static method) (LQR static method) (MiniGrid static method) (MuJoCo static method) (MultiMuJoCo static method) (PuddleWorld static method) (PyBullet static method) (Segway static method) (ShipSteering static method) mat_to_euler() (in module mushroom_rl.utils.angles) max_p (SumTree property) max_priority (PrioritizedReplayMemory property) MaxminDQN (class in mushroom_rl.algorithms.value.dqn) MaxminQLearning (class in mushroom_rl.algorithms.value.td) MDPInfo (class in mushroom_rl.core.environment) mean (RunningAveragedWindow property) (RunningExpWeightedAverage property) (RunningStandardization property) Mellowmax (class in mushroom_rl.policy.td_policy) Mellowmax.MellowmaxParameter (class in mushroom_rl.policy.td_policy) minibatch_generator() (in module mushroom_rl.utils.minibatches) minibatch_number() (in module mushroom_rl.utils.minibatches) MiniGrid (class in mushroom_rl.environments.minigrid_env) MinMaxPreprocessor (class in mushroom_rl.rl_utils.preprocessors) mle() (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) model (Regressor property) module mushroom_rl.algorithms.actor_critic.classic_actor_critic mushroom_rl.algorithms.actor_critic.deep_actor_critic mushroom_rl.algorithms.policy_search.black_box_optimization mushroom_rl.algorithms.policy_search.policy_gradient mushroom_rl.algorithms.value.batch_td mushroom_rl.algorithms.value.dqn mushroom_rl.algorithms.value.td mushroom_rl.approximators.parametric.cmac mushroom_rl.approximators.parametric.linear mushroom_rl.approximators.parametric.torch_approximator mushroom_rl.approximators.regressor mushroom_rl.approximators.table mushroom_rl.core.agent mushroom_rl.core.core mushroom_rl.core.environment mushroom_rl.core.logger mushroom_rl.core.serialization mushroom_rl.distributions.distribution mushroom_rl.distributions.gaussian mushroom_rl.environments.car_on_hill mushroom_rl.environments.cart_pole mushroom_rl.environments.dm_control_env mushroom_rl.environments.finite_mdp mushroom_rl.environments.generators.grid_world mushroom_rl.environments.generators.simple_chain mushroom_rl.environments.generators.taxi mushroom_rl.environments.grid_world mushroom_rl.environments.gym_env mushroom_rl.environments.inverted_pendulum mushroom_rl.environments.lqr mushroom_rl.environments.minigrid_env mushroom_rl.environments.mujoco mushroom_rl.environments.mujoco_envs.air_hockey.base mushroom_rl.environments.mujoco_envs.air_hockey.defend mushroom_rl.environments.mujoco_envs.air_hockey.double mushroom_rl.environments.mujoco_envs.air_hockey.hit mushroom_rl.environments.mujoco_envs.air_hockey.prepare mushroom_rl.environments.mujoco_envs.air_hockey.repel mushroom_rl.environments.mujoco_envs.air_hockey.single mushroom_rl.environments.mujoco_envs.ball_in_a_cup mushroom_rl.environments.puddle_world mushroom_rl.environments.pybullet mushroom_rl.environments.pybullet_envs.air_hockey.base mushroom_rl.environments.pybullet_envs.air_hockey.defend mushroom_rl.environments.pybullet_envs.air_hockey.hit mushroom_rl.environments.pybullet_envs.air_hockey.single mushroom_rl.environments.segway mushroom_rl.environments.ship_steering mushroom_rl.features._implementations.features_implementation mushroom_rl.features.basis.fourier mushroom_rl.features.basis.gaussian_rbf mushroom_rl.features.basis.polynomial mushroom_rl.features.features mushroom_rl.features.tensors.basis_tensor mushroom_rl.features.tensors.constant_tensor mushroom_rl.features.tensors.random_fourier_tensor mushroom_rl.features.tiles.tiles mushroom_rl.features.tiles.voronoi mushroom_rl.policy.deterministic_policy mushroom_rl.policy.gaussian_policy mushroom_rl.policy.noise_policy mushroom_rl.policy.policy mushroom_rl.policy.td_policy mushroom_rl.policy.torch_policy mushroom_rl.rl_utils.eligibility_trace mushroom_rl.rl_utils.optimizers mushroom_rl.rl_utils.parameters mushroom_rl.rl_utils.preprocessors mushroom_rl.rl_utils.replay_memory mushroom_rl.rl_utils.running_stats mushroom_rl.rl_utils.spaces mushroom_rl.rl_utils.value_functions mushroom_rl.rl_utils.variance_parameters mushroom_rl.solvers.car_on_hill mushroom_rl.solvers.dynamic_programming mushroom_rl.solvers.lqr mushroom_rl.utils.angles mushroom_rl.utils.features mushroom_rl.utils.frames mushroom_rl.utils.minibatches mushroom_rl.utils.numerical_gradient mushroom_rl.utils.plot mushroom_rl.utils.record mushroom_rl.utils.torch mushroom_rl.utils.viewer MuJoCo (class in mushroom_rl.environments.mujoco) MultiMuJoCo (class in mushroom_rl.environments.mujoco) mushroom_rl.algorithms.actor_critic.classic_actor_critic module mushroom_rl.algorithms.actor_critic.deep_actor_critic module mushroom_rl.algorithms.policy_search.black_box_optimization module mushroom_rl.algorithms.policy_search.policy_gradient module mushroom_rl.algorithms.value.batch_td module mushroom_rl.algorithms.value.dqn module mushroom_rl.algorithms.value.td module

mushroom_rl.approximators.parametric.cmac module mushroom_rl.approximators.parametric.linear module mushroom_rl.approximators.parametric.torch_approximator module mushroom_rl.approximators.regressor module mushroom_rl.approximators.table module mushroom_rl.core.agent module mushroom_rl.core.core module mushroom_rl.core.environment module mushroom_rl.core.logger module mushroom_rl.core.serialization module mushroom_rl.distributions.distribution module mushroom_rl.distributions.gaussian module mushroom_rl.environments.car_on_hill module mushroom_rl.environments.cart_pole module mushroom_rl.environments.dm_control_env module mushroom_rl.environments.finite_mdp module mushroom_rl.environments.generators.grid_world module mushroom_rl.environments.generators.simple_chain module mushroom_rl.environments.generators.taxi module mushroom_rl.environments.grid_world module mushroom_rl.environments.gym_env module mushroom_rl.environments.inverted_pendulum module mushroom_rl.environments.lqr module mushroom_rl.environments.minigrid_env module mushroom_rl.environments.mujoco module mushroom_rl.environments.mujoco_envs.air_hockey.base module mushroom_rl.environments.mujoco_envs.air_hockey.defend module mushroom_rl.environments.mujoco_envs.air_hockey.double module mushroom_rl.environments.mujoco_envs.air_hockey.hit module mushroom_rl.environments.mujoco_envs.air_hockey.prepare module mushroom_rl.environments.mujoco_envs.air_hockey.repel module mushroom_rl.environments.mujoco_envs.air_hockey.single module mushroom_rl.environments.mujoco_envs.ball_in_a_cup module mushroom_rl.environments.puddle_world module mushroom_rl.environments.pybullet module mushroom_rl.environments.pybullet_envs.air_hockey.base module mushroom_rl.environments.pybullet_envs.air_hockey.defend module mushroom_rl.environments.pybullet_envs.air_hockey.hit module mushroom_rl.environments.pybullet_envs.air_hockey.single module mushroom_rl.environments.segway module mushroom_rl.environments.ship_steering module mushroom_rl.features._implementations.features_implementation module mushroom_rl.features.basis.fourier module mushroom_rl.features.basis.gaussian_rbf module mushroom_rl.features.basis.polynomial module mushroom_rl.features.features module mushroom_rl.features.tensors.basis_tensor module mushroom_rl.features.tensors.constant_tensor module mushroom_rl.features.tensors.random_fourier_tensor module mushroom_rl.features.tiles.tiles module mushroom_rl.features.tiles.voronoi module mushroom_rl.policy.deterministic_policy module mushroom_rl.policy.gaussian_policy module mushroom_rl.policy.noise_policy module mushroom_rl.policy.policy module mushroom_rl.policy.td_policy module mushroom_rl.policy.torch_policy module mushroom_rl.rl_utils.eligibility_trace module mushroom_rl.rl_utils.optimizers module mushroom_rl.rl_utils.parameters module mushroom_rl.rl_utils.preprocessors module mushroom_rl.rl_utils.replay_memory module mushroom_rl.rl_utils.running_stats module mushroom_rl.rl_utils.spaces module mushroom_rl.rl_utils.value_functions module mushroom_rl.rl_utils.variance_parameters module mushroom_rl.solvers.car_on_hill module mushroom_rl.solvers.dynamic_programming module mushroom_rl.solvers.lqr module mushroom_rl.utils.angles module mushroom_rl.utils.features module mushroom_rl.utils.frames module mushroom_rl.utils.minibatches module mushroom_rl.utils.numerical_gradient module mushroom_rl.utils.plot module mushroom_rl.utils.record module mushroom_rl.utils.torch module mushroom_rl.utils.viewer module

N

n_actions (AccumulatingTrace property) (ReplacingTrace property) (Table property) NoisyDQN (class in mushroom_rl.algorithms.value.dqn) normalize_angle() (in module mushroom_rl.utils.angles)

normalize_angle_positive() (in module mushroom_rl.utils.angles) numerical_diff_dist() (in module mushroom_rl.utils.numerical_gradient) numerical_diff_function() (in module mushroom_rl.utils.numerical_gradient) numerical_diff_policy() (in module mushroom_rl.utils.numerical_gradient) NumpyTorchApproximator (class in mushroom_rl.approximators.parametric.torch_approximator)

O

Optimizer (class in mushroom_rl.rl_utils.optimizers)

OrnsteinUhlenbeckPolicy (class in mushroom_rl.policy.noise_policy) output_shape (Regressor property)

P

Parameter (class in mushroom_rl.rl_utils.parameters) parameters() (BoltzmannTorchPolicy method) (GaussianTorchPolicy method) (TorchPolicy method) parameters_size (Distribution property) (GaussianCholeskyDistribution property) (GaussianDiagonalDistribution property) (GaussianDistribution property) ParametricPolicy (class in mushroom_rl.policy.policy) parse_grid() (in module mushroom_rl.environments.generators.grid_world) (in module mushroom_rl.environments.generators.taxi) path (DataLogger property) (Logger property) plot_mean_conf() (in module mushroom_rl.utils.plot) Policy (class in mushroom_rl.policy.policy)

policy_iteration() (in module mushroom_rl.solvers.dynamic_programming) polygon() (Viewer method) PolynomialBasis (class in mushroom_rl.features.basis.polynomial) predict() (AccumulatingTrace method) (CMAC method) (LinearApproximator method) (NumpyTorchApproximator method) (Regressor method) (ReplacingTrace method) (Table method) (TorchApproximator method) preprocess_frame() (in module mushroom_rl.utils.frames) Preprocessor (class in mushroom_rl.rl_utils.preprocessors) PrioritizedReplayMemory (class in mushroom_rl.rl_utils.replay_memory) PuddleWorld (class in mushroom_rl.environments.puddle_world) PyBullet (class in mushroom_rl.environments.pybullet)

Q

QLambda (class in mushroom_rl.algorithms.value.td) QLearning (class in mushroom_rl.algorithms.value.td)

QuantileDQN (class in mushroom_rl.algorithms.value.dqn) quat_to_euler() (in module mushroom_rl.utils.angles)

R

Rainbow (class in mushroom_rl.algorithms.value.dqn) RandomFourierBasis (class in mushroom_rl.features.tensors.random_fourier_tensor) register() (AbstractGridWorld class method) (AirHockeyBase class method) (AirHockeyBaseBullet class method) (AirHockeyDefend class method) (AirHockeyDefendBullet class method) (AirHockeyDouble class method) (AirHockeyHit class method) (AirHockeyHitBullet class method) (AirHockeyPrepare class method) (AirHockeyRepel class method) (AirHockeySingle class method) (AirHockeySingleBullet class method) (Atari class method) (BallInACup class method) (CarOnHill class method) (CartPole class method) (DMControl class method) (Environment class method) (FiniteMDP class method) (GridWorld class method) (GridWorldVanHasselt class method) (Gym class method) (Habitat class method) (iGibson class method) (InvertedPendulum class method) (LQR class method) (MiniGrid class method) (MuJoCo class method) (MultiMuJoCo class method) (PuddleWorld class method) (PyBullet class method) (Segway class method) (ShipSteering class method) Regressor (class in mushroom_rl.approximators.regressor) REINFORCE (class in mushroom_rl.algorithms.policy_search.policy_gradient) render() (AbstractGridWorld method) (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (Atari method) (BallInACup method) (CarOnHill method) (CartPole method) (DMControl method) (Environment method) (FiniteMDP method) (GridWorld method) (GridWorldVanHasselt method) (Gym method) (Habitat method) (iGibson method) (InvertedPendulum method) (LQR method) (MiniGrid method) (MuJoCo method) (MultiMuJoCo method) (PuddleWorld method) (PyBullet method) (Segway method) (ShipSteering method) ReplacingTrace (class in mushroom_rl.rl_utils.eligibility_trace) ReplayMemory (class in mushroom_rl.rl_utils.replay_memory) reset() (AbstractGaussianPolicy method) (AbstractGridWorld method) (AccumulatingTrace method) (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (Atari method) (BallInACup method) (Boltzmann method) (BoltzmannTorchPolicy method) (CarOnHill method) (CartPole method) (ClippedGaussianPolicy method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (DMControl method) (Environment method) (EpsGreedy method) (FiniteMDP method) (GaussianPolicy method) (GaussianTorchPolicy method) (GridWorld method) (GridWorldVanHasselt method) (Gym method) (Habitat method) (HabitatNavigationWrapper method) (HabitatRearrangeWrapper method) (iGibson method) (InvertedPendulum method) (LQR method) (Mellowmax method) (MiniGrid method) (MuJoCo method) (MultiMuJoCo method) (OrnsteinUhlenbeckPolicy method) (ParametricPolicy method) (Policy method) (PuddleWorld method) (PyBullet method) (Regressor method) (ReplacingTrace method) (ReplayMemory method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (Segway method) (SequenceReplayMemory method) (ShipSteering method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (TDPolicy method) (TorchPolicy method)

reward() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) RLearning (class in mushroom_rl.algorithms.value.td) RQLearning (class in mushroom_rl.algorithms.value.td) RunningAveragedWindow (class in mushroom_rl.rl_utils.running_stats) RunningExpWeightedAverage (class in mushroom_rl.rl_utils.running_stats) RunningStandardization (class in mushroom_rl.rl_utils.running_stats)

S

sample() (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) SARSA (class in mushroom_rl.algorithms.value.td) SARSALambda (class in mushroom_rl.algorithms.value.td) SARSALambdaContinuous (class in mushroom_rl.algorithms.value.td) save() (AbstractDQN method) (AbstractGaussianPolicy method) (AccumulatingTrace method) (AdamOptimizer method) (AdaptiveOptimizer method) (Agent method) (AgentInfo method) (AveragedDQN method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (CategoricalDQN method) (ClippedGaussianPolicy method) (CMAC method) (COPDAC_Q method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (EpsGreedy method) (ExpectedSARSA method) (FQI method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianTorchPolicy method) (GPOMDP method) (LinearApproximator method) (LinearParameter method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MDPInfo method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (NoisyDQN method) (NumpyTorchApproximator method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (Preprocessor method) (PrioritizedReplayMemory method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (ReplayMemory method) (RLearning method) (RQLearning method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SequenceReplayMemory method) (Serializable method) (SGDOptimizer method) (SpeedyQLearning method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (SumTree method) (Table method) (TDPolicy method) (TorchApproximator method) (TorchPolicy method) (TrueOnlineSARSALambda method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WeightedQLearning method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) save_zip() (AbstractDQN method) (AbstractGaussianPolicy method) (AccumulatingTrace method) (AdamOptimizer method) (AdaptiveOptimizer method) (Agent method) (AgentInfo method) (AveragedDQN method) (Boltzmann method) (BoltzmannTorchPolicy method) (BoostedFQI method) (CategoricalDQN method) (ClippedGaussianPolicy method) (CMAC method) (COPDAC_Q method) (DecayParameter method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (Distribution method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (EpsGreedy method) (ExpectedSARSA method) (FQI method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) (GaussianPolicy method) (GaussianTorchPolicy method) (GPOMDP method) (LinearApproximator method) (LinearParameter method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MDPInfo method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (NoisyDQN method) (NumpyTorchApproximator method) (Optimizer method) (OrnsteinUhlenbeckPolicy method) (Parameter method) (ParametricPolicy method) (Policy method) (Preprocessor method) (PrioritizedReplayMemory method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (ReplacingTrace method) (ReplayMemory method) (RLearning method) (RQLearning method) (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SequenceReplayMemory method) (Serializable method) (SGDOptimizer method) (SpeedyQLearning method) (StandardizationPreprocessor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (StochasticAC method) (StochasticAC_AVG method) (SumTree method) (Table method) (TDPolicy method) (TorchApproximator method) (TorchPolicy method) (TrueOnlineSARSALambda method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WeightedQLearning method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method) screen (Viewer property) seed() (AbstractGridWorld method) (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (Atari method) (BallInACup method) (CarOnHill method) (CartPole method) (DMControl method) (Environment method) (FiniteMDP method) (GridWorld method) (GridWorldVanHasselt method) (Gym method) (Habitat method) (iGibson method) (InvertedPendulum method) (LQR method) (MiniGrid method) (MuJoCo method) (MultiMuJoCo method) (PuddleWorld method) (PyBullet method) (Segway method) (ShipSteering method) Segway (class in mushroom_rl.environments.segway) SequenceReplayMemory (class in mushroom_rl.rl_utils.replay_memory)

Serializable (class in mushroom_rl.core.serialization) set_beta() (Boltzmann method) (Mellowmax method) set_episode_end() (Atari method) set_epsilon() (EpsGreedy method) set_logger() (AbstractDQN method) (Agent method) (AveragedDQN method) (BoostedFQI method) (CategoricalDQN method) (COPDAC_Q method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (ExpectedSARSA method) (FQI method) (GPOMDP method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (NoisyDQN method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (Regressor method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method) set_parameters() (Distribution method) (GaussianCholeskyDistribution method) (GaussianDiagonalDistribution method) (GaussianDistribution method) set_q() (Boltzmann method) (EpsGreedy method) (Mellowmax method) (TDPolicy method) set_sigma() (GaussianPolicy method) set_std() (DiagonalGaussianPolicy method) set_weights() (AbstractGaussianPolicy method) (BoltzmannTorchPolicy method) (ClippedGaussianPolicy method) (CMAC method) (DeterministicPolicy method) (DiagonalGaussianPolicy method) (GaussianPolicy method) (GaussianTorchPolicy method) (LinearApproximator method) (NumpyTorchApproximator method) (OrnsteinUhlenbeckPolicy method) (ParametricPolicy method) (Regressor method) (StateLogStdGaussianPolicy method) (StateStdGaussianPolicy method) (TorchApproximator method) (TorchPolicy method) setup() (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (BallInACup method) (MuJoCo method) (MultiMuJoCo method) (PyBullet method) SGDOptimizer (class in mushroom_rl.rl_utils.optimizers) shape (AccumulatingTrace property) (Box property) (DecayParameter property) (Discrete property) (LinearParameter property) (MDPInfo property) (Mellowmax.MellowmaxParameter property) (Parameter property) (ReplacingTrace property) (Table property) (VarianceDecreasingParameter property) (VarianceIncreasingParameter property) (VarianceParameter property) (WindowedVarianceIncreasingParameter property) (WindowedVarianceParameter property) ShipSteering (class in mushroom_rl.environments.ship_steering) shortest_angular_distance() (in module mushroom_rl.utils.angles) size (Discrete property) (ImageViewer property) (MDPInfo property) (ReplayMemory property) (SequenceReplayMemory property) (SumTree property) (Viewer property) solve_car_on_hill() (in module mushroom_rl.solvers.car_on_hill) SpeedyQLearning (class in mushroom_rl.algorithms.value.td) square() (Viewer method) StandardizationPreprocessor (class in mushroom_rl.rl_utils.preprocessors) StateLogStdGaussianPolicy (class in mushroom_rl.policy.gaussian_policy) StateStdGaussianPolicy (class in mushroom_rl.policy.gaussian_policy) std (RunningStandardization property) step() (AbstractGridWorld method) (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (Atari method) (BallInACup method) (CarOnHill method) (CartPole method) (DMControl method) (Environment method) (FiniteMDP method) (GridWorld method) (GridWorldVanHasselt method) (Gym method) (Habitat method) (HabitatNavigationWrapper method) (HabitatRearrangeWrapper method) (iGibson method) (in module mushroom_rl.solvers.car_on_hill) (InvertedPendulum method) (LQR method) (MiniGrid method) (MuJoCo method) (MultiMuJoCo method) (PuddleWorld method) (PyBullet method) (Segway method) (ShipSteering method) StochasticAC (class in mushroom_rl.algorithms.actor_critic.classic_actor_critic) StochasticAC_AVG (class in mushroom_rl.algorithms.actor_critic.classic_actor_critic) stop() (AbstractDQN method) (AbstractGridWorld method) (Agent method) (AirHockeyBase method) (AirHockeyBaseBullet method) (AirHockeyDefend method) (AirHockeyDefendBullet method) (AirHockeyDouble method) (AirHockeyHit method) (AirHockeyHitBullet method) (AirHockeyPrepare method) (AirHockeyRepel method) (AirHockeySingle method) (AirHockeySingleBullet method) (Atari method) (AveragedDQN method) (BallInACup method) (BoostedFQI method) (CarOnHill method) (CartPole method) (CategoricalDQN method) (COPDAC_Q method) (DMControl method) (DoubleDQN method) (DoubleFQI method) (DoubleQLearning method) (DQN method) (DuelingDQN method) (eNAC method) (Environment method) (ExpectedSARSA method) (FiniteMDP method) (FQI method) (GPOMDP method) (GridWorld method) (GridWorldVanHasselt method) (Gym method) (Habitat method) (iGibson method) (InvertedPendulum method) (LQR method) (LSPI method) (MaxminDQN method) (MaxminQLearning method) (MiniGrid method) (MuJoCo method) (MultiMuJoCo method) (NoisyDQN method) (PuddleWorld method) (PyBullet method) (QLambda method) (QLearning method) (QuantileDQN method) (Rainbow method) (REINFORCE method) (RLearning method) (RQLearning method) (SARSA method) (SARSALambda method) (SARSALambdaContinuous method) (Segway method) (ShipSteering method) (SpeedyQLearning method) (StochasticAC method) (StochasticAC_AVG method) (TrueOnlineSARSALambda method) (WeightedQLearning method) strong_line() (ConsoleLogger method) (Logger method) SumTree (class in mushroom_rl.rl_utils.replay_memory)

T

Table (class in mushroom_rl.approximators.table) TDPolicy (class in mushroom_rl.policy.td_policy) Tiles (class in mushroom_rl.features.tiles.tiles) TorchApproximator (class in mushroom_rl.approximators.parametric.torch_approximator)

TorchPolicy (class in mushroom_rl.policy.torch_policy) torque_arrow() (Viewer method) total_p (SumTree property) TrueOnlineSARSALambda (class in mushroom_rl.algorithms.value.td)

U

uniform_grid() (in module mushroom_rl.utils.features) update() (AccumulatingTrace method) (Boltzmann method) (DecayParameter method) (EpsGreedy method) (LinearParameter method) (Mellowmax method) (Mellowmax.MellowmaxParameter method) (MinMaxPreprocessor method) (Parameter method) (Preprocessor method) (PrioritizedReplayMemory method) (ReplacingTrace method) (StandardizationPreprocessor method) (SumTree method) (VarianceDecreasingParameter method) (VarianceIncreasingParameter method) (VarianceParameter method) (WindowedVarianceIncreasingParameter method) (WindowedVarianceParameter method)

update_stats() (RunningAveragedWindow method) (RunningExpWeightedAverage method) (RunningStandardization method) user_warning_raise_exception() (AirHockeyBase static method) (AirHockeyDefend static method) (AirHockeyDouble static method) (AirHockeyHit static method) (AirHockeyPrepare static method) (AirHockeyRepel static method) (AirHockeySingle static method) (BallInACup static method) (MuJoCo static method) (MultiMuJoCo static method)

V

value_iteration() (in module mushroom_rl.solvers.dynamic_programming) VarianceDecreasingParameter (class in mushroom_rl.rl_utils.variance_parameters) VarianceIncreasingParameter (class in mushroom_rl.rl_utils.variance_parameters) VarianceParameter (class in mushroom_rl.rl_utils.variance_parameters)

VideoRecorder (class in mushroom_rl.utils.record) Viewer (class in mushroom_rl.utils.viewer) VonMisesBFTensor (class in mushroom_rl.features.tensors.basis_tensor) VoronoiTiles (class in mushroom_rl.features.tiles.voronoi)

W

warning() (ConsoleLogger method) (Logger method) weak_line() (ConsoleLogger method) (Logger method) WeightedQLearning (class in mushroom_rl.algorithms.value.td) weights_size (AbstractGaussianPolicy property) (ClippedGaussianPolicy property) (CMAC property) (DeterministicPolicy property) (DiagonalGaussianPolicy property) (GaussianPolicy property) (LinearApproximator property) (NumpyTorchApproximator property) (OrnsteinUhlenbeckPolicy property) (ParametricPolicy property) (Regressor property) (StateLogStdGaussianPolicy property) (StateStdGaussianPolicy property) (TorchApproximator property)

WindowedVarianceIncreasingParameter (class in mushroom_rl.rl_utils.variance_parameters) WindowedVarianceParameter (class in mushroom_rl.rl_utils.variance_parameters)