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import tensorflow as tf import numpy as np from rl_coach.architectures.tensorflow_components.heads import QHead from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.base_parameters import AgentParameters from rl_coach.spaces import SpacesDefinition class CategoricalQHead(QHead): d...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/categorical_q_head.py
0.885786
0.367951
categorical_q_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.q_head import QHead from rl_coach.base_parameters import AgentParameters from rl_coach.memories.non_episodic import differentiable_neural_dictionary from rl_coach.spaces...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/dnd_q_head.py
0.845209
0.378028
dnd_q_head.py
pypi
import numpy as np import tensorflow as tf from tensorflow.python.ops.losses.losses_impl import Reduction from rl_coach.architectures.tensorflow_components.layers import Dense, convert_layer_class from rl_coach.base_parameters import AgentParameters from rl_coach.spaces import SpacesDefinition from rl_coach.utils impo...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/head.py
0.903272
0.46132
head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.head import Head from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import ActionProbabilities from rl_coach.spaces import DiscreteActionSpac...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/acer_policy_head.py
0.894141
0.337558
acer_policy_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import batchnorm_activation_dropout, Dense from rl_coach.architectures.tensorflow_components.heads.head import Head from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import ActionProbabilities from rl_coach.sp...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/ddpg_actor_head.py
0.901496
0.274676
ddpg_actor_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.head import Head from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import Measurements from rl_coach.spaces import SpacesDefinition class ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/measurements_prediction_head.py
0.903543
0.402568
measurements_prediction_head.py
pypi
import tensorflow as tf import numpy as np from rl_coach.architectures.tensorflow_components.heads import QHead from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.base_parameters import AgentParameters from rl_coach.spaces import SpacesDefinition class RainbowQHead(QHead): def __...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/rainbow_q_head.py
0.899351
0.368207
rainbow_q_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.head import Head, normalized_columns_initializer from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import ActionProbabilities from rl_coach....
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/ppo_v_head.py
0.890485
0.274899
ppo_v_head.py
pypi
import tensorflow as tf import numpy as np from rl_coach.architectures.tensorflow_components.heads import QHead from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.base_parameters import AgentParameters from rl_coach.spaces import SpacesDefinition class QuantileRegressionQHead(QHead):...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/quantile_regression_q_head.py
0.910398
0.541045
quantile_regression_q_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.head import Head from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import QActionStateValue from rl_coach.spaces import SpacesDefinition, Bo...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/q_head.py
0.892668
0.270673
q_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.head import Head, normalized_columns_initializer from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import VStateValue from rl_coach.spaces i...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/td3_v_head.py
0.869008
0.284511
td3_v_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.heads.head import Head from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import QActionStateValue from rl_coach.spaces import SpacesDefinition, Bo...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/cil_head.py
0.838812
0.245571
cil_head.py
pypi
import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import batchnorm_activation_dropout, Dense from rl_coach.architectures.tensorflow_components.heads.head import Head from rl_coach.base_parameters import AgentParameters from rl_coach.core_types import Embedding from rl_coach.spaces import...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/architectures/tensorflow_components/heads/wolpertinger_actor_head.py
0.814348
0.234461
wolpertinger_actor_head.py
pypi
import os from abc import ABC, abstractmethod import threading import pickle import redis import numpy as np from rl_coach.utils import get_latest_checkpoint class SharedRunningStatsSubscribe(threading.Thread): def __init__(self, shared_running_stats): super().__init__() self.shared_running_stats...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/utilities/shared_running_stats.py
0.789923
0.217379
shared_running_stats.py
pypi
import os import numpy as np from rl_coach.core_types import RewardType from rl_coach.filters.reward.reward_filter import RewardFilter from rl_coach.spaces import RewardSpace from rl_coach.utilities.shared_running_stats import NumpySharedRunningStats class RewardNormalizationFilter(RewardFilter): """ Normal...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/reward/reward_normalization_filter.py
0.806319
0.414662
reward_normalization_filter.py
pypi
import os import numpy as np import pickle from rl_coach.core_types import RewardType from rl_coach.filters.reward.reward_filter import RewardFilter from rl_coach.spaces import RewardSpace from rl_coach.utils import get_latest_checkpoint class RewardEwmaNormalizationFilter(RewardFilter): """ Normalizes the ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/reward/reward_ewma_normalization_filter.py
0.770637
0.310838
reward_ewma_normalization_filter.py
pypi
from typing import Union import numpy as np from rl_coach.core_types import ActionType from rl_coach.filters.action.action_filter import ActionFilter from rl_coach.spaces import BoxActionSpace class BoxMasking(ActionFilter): """ Masks part of the action space to enforce the agent to work in a defined space...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/action/box_masking.py
0.93281
0.70808
box_masking.py
pypi
from rl_coach.core_types import ActionType from rl_coach.filters.filter import Filter from rl_coach.spaces import ActionSpace class ActionFilter(Filter): def __init__(self, input_action_space: ActionSpace=None): self.input_action_space = input_action_space self.output_action_space = None ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/action/action_filter.py
0.822653
0.531757
action_filter.py
pypi
from typing import Union import numpy as np from rl_coach.core_types import ActionType from rl_coach.filters.action.action_filter import ActionFilter from rl_coach.spaces import BoxActionSpace class LinearBoxToBoxMap(ActionFilter): """ A linear mapping of two box action spaces. For example, if the action s...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/action/linear_box_to_box_map.py
0.940865
0.67145
linear_box_to_box_map.py
pypi
from typing import List from rl_coach.core_types import ActionType from rl_coach.filters.action.action_filter import ActionFilter from rl_coach.spaces import DiscreteActionSpace, ActionSpace class PartialDiscreteActionSpaceMap(ActionFilter): """ Partial map of two countable action spaces. For example, consi...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/action/partial_discrete_action_space_map.py
0.881672
0.534309
partial_discrete_action_space_map.py
pypi
from typing import Union, List import numpy as np from rl_coach.filters.action.box_discretization import BoxDiscretization from rl_coach.filters.action.partial_discrete_action_space_map import PartialDiscreteActionSpaceMap from rl_coach.spaces import AttentionActionSpace, BoxActionSpace, DiscreteActionSpace class ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/action/attention_discretization.py
0.850779
0.607576
attention_discretization.py
pypi
from itertools import product from typing import Union, List import numpy as np from rl_coach.filters.action.partial_discrete_action_space_map import PartialDiscreteActionSpaceMap from rl_coach.spaces import BoxActionSpace, DiscreteActionSpace class BoxDiscretization(PartialDiscreteActionSpaceMap): """ Dis...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/action/box_discretization.py
0.847684
0.660864
box_discretization.py
pypi
import copy from collections import deque import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace, VectorObservationSpace class LazyStack(object): """ A lazy version of np.s...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_stacking_filter.py
0.898674
0.691172
observation_stacking_filter.py
pypi
from skimage.transform import resize from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace class ObservationRescaleSizeByFactorFilter(ObservationFilter): """ Rescales an image observation by...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_rescale_size_by_factor_filter.py
0.815122
0.735452
observation_rescale_size_by_factor_filter.py
pypi
import copy from skimage.transform import resize import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace, PlanarMapsObservationSpace, ImageObservationSpace class ObservationRescaleTo...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_rescale_to_size_filter.py
0.866189
0.70374
observation_rescale_to_size_filter.py
pypi
import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace, PlanarMapsObservationSpace class ObservationMoveAxisFilter(ObservationFilter): """ Reorders the axes of the observati...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_move_axis_filter.py
0.856647
0.677047
observation_move_axis_filter.py
pypi
import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace class ObservationToUInt8Filter(ObservationFilter): """ Converts a floating point observation into an unsigned int 8 bi...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_to_uint8_filter.py
0.891699
0.72167
observation_to_uint8_filter.py
pypi
import copy from enum import Enum from typing import List import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace, VectorObservationSpace class ObservationReductionBySubPartsNameFilt...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_reduction_by_sub_parts_name_filter.py
0.937196
0.57529
observation_reduction_by_sub_parts_name_filter.py
pypi
from typing import Union, Tuple import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace class ObservationCropFilter(ObservationFilter): """ Crops the size of the observation ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_crop_filter.py
0.936605
0.777638
observation_crop_filter.py
pypi
import os import pickle from typing import List import numpy as np from rl_coach.core_types import ObservationType from rl_coach.filters.observation.observation_filter import ObservationFilter from rl_coach.spaces import ObservationSpace from rl_coach.utilities.shared_running_stats import NumpySharedRunningStats, Num...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/filters/observation/observation_normalization_filter.py
0.918567
0.487795
observation_normalization_filter.py
pypi
import time import os from rl_coach.checkpoint import CheckpointStateReader from rl_coach.data_stores.data_store import SyncFiles class CheckpointDataStore(object): """ A DataStore which relies on the GraphManager check pointing methods to communicate policies. """ def __init__(self, *args, **kwargs)...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/data_stores/checkpoint_data_store.py
0.465873
0.236461
checkpoint_data_store.py
pypi
import uuid from rl_coach.data_stores.data_store import DataStoreParameters from rl_coach.data_stores.checkpoint_data_store import CheckpointDataStore class NFSDataStoreParameters(DataStoreParameters): def __init__(self, ds_params, deployed=False, server=None, path=None, checkpoint_dir: str=""): super(...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/data_stores/nfs_data_store.py
0.541409
0.150809
nfs_data_store.py
pypi
import copy from typing import Union from collections import OrderedDict import numpy as np from rl_coach.agents.agent import Agent from rl_coach.agents.ddpg_agent import DDPGAgent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import DDPGAc...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/td3_agent.py
0.893959
0.360883
td3_agent.py
pypi
from typing import Union import numpy as np from rl_coach.agents.policy_optimization_agent import PolicyOptimizationAgent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import ACERPolicyHeadParameters, QHeadParameters from rl_coach.architectu...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/acer_agent.py
0.925424
0.474266
acer_agent.py
pypi
from typing import Union import numpy as np from rl_coach.agents.value_optimization_agent import ValueOptimizationAgent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import NAFHeadParameters from rl_coach.architectures.middleware_parameters...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/naf_agent.py
0.901252
0.275934
naf_agent.py
pypi
from typing import Union from rl_coach.agents.imitation_agent import ImitationAgent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import RegressionHeadParameters from rl_coach.architectures.middleware_parameters import FCMiddlewareParameters...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/cil_agent.py
0.927601
0.283546
cil_agent.py
pypi
import copy from typing import Union from collections import OrderedDict import numpy as np from rl_coach.agents.actor_critic_agent import ActorCriticAgent from rl_coach.agents.agent import Agent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameter...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/ddpg_agent.py
0.894787
0.344636
ddpg_agent.py
pypi
from typing import Union import numpy as np from rl_coach.agents.ddpg_agent import DDPGAgent, DDPGAgentParameters, DDPGAlgorithmParameters from rl_coach.core_types import RunPhase from rl_coach.spaces import SpacesDefinition class HACDDPGAlgorithmParameters(DDPGAlgorithmParameters): """ :param time_limit: ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/hac_ddpg_agent.py
0.735737
0.487673
hac_ddpg_agent.py
pypi
import os import pickle from typing import Union, List import numpy as np from rl_coach.agents.value_optimization_agent import ValueOptimizationAgent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import DNDQHeadParameters from rl_coach.arch...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/nec_agent.py
0.903955
0.383786
nec_agent.py
pypi
from typing import Union import numpy as np from rl_coach.agents.policy_optimization_agent import PolicyOptimizationAgent, PolicyGradientRescaler from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import PolicyHeadParameters from rl_coach.archit...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/policy_gradients_agent.py
0.950365
0.443058
policy_gradients_agent.py
pypi
from typing import Union import numpy as np from rl_coach.agents.policy_optimization_agent import PolicyOptimizationAgent from rl_coach.agents.value_optimization_agent import ValueOptimizationAgent from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_paramet...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/n_step_q_agent.py
0.924947
0.416678
n_step_q_agent.py
pypi
from typing import Union, List, Dict import numpy as np from rl_coach.core_types import EnvResponse, ActionInfo, RunPhase, PredictionType, ActionType, Transition from rl_coach.saver import SaverCollection class AgentInterface(object): def __init__(self): self._phase = RunPhase.HEATUP self._pare...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/agent_interface.py
0.932538
0.649064
agent_interface.py
pypi
from typing import Union import numpy as np from rl_coach.agents.dqn_agent import DQNAgentParameters, DQNAlgorithmParameters from rl_coach.agents.value_optimization_agent import ValueOptimizationAgent from rl_coach.memories.episodic.episodic_experience_replay import EpisodicExperienceReplayParameters class PALAlgo...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/pal_agent.py
0.909963
0.464719
pal_agent.py
pypi
from typing import Union import numpy as np from rl_coach.agents.dqn_agent import DQNNetworkParameters, DQNAgentParameters from rl_coach.agents.value_optimization_agent import ValueOptimizationAgent from rl_coach.exploration_policies.bootstrapped import BootstrappedParameters class BootstrappedDQNNetworkParameters...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/bootstrapped_dqn_agent.py
0.895651
0.238972
bootstrapped_dqn_agent.py
pypi
from copy import copy from typing import Union import numpy as np from rl_coach.agents.dqn_agent import DQNAgentParameters, DQNNetworkParameters, DQNAlgorithmParameters from rl_coach.agents.value_optimization_agent import ValueOptimizationAgent from rl_coach.architectures.head_parameters import QuantileRegressionQHea...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/qr_dqn_agent.py
0.932829
0.532911
qr_dqn_agent.py
pypi
import copy from collections import OrderedDict from typing import Union import numpy as np from rl_coach.agents.actor_critic_agent import ActorCriticAgent from rl_coach.agents.policy_optimization_agent import PolicyGradientRescaler from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from ...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/ppo_agent.py
0.9415
0.441914
ppo_agent.py
pypi
from typing import Union import numpy as np import scipy.signal from rl_coach.agents.policy_optimization_agent import PolicyOptimizationAgent, PolicyGradientRescaler from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.head_parameters import PolicyHeadParameters,...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/agents/actor_critic_agent.py
0.935568
0.480052
actor_critic_agent.py
pypi
import redis import pickle import uuid import time from rl_coach.memories.backend.memory import MemoryBackend, MemoryBackendParameters from rl_coach.core_types import Transition, Episode, EnvironmentSteps, EnvironmentEpisodes class RedisPubSubMemoryBackendParameters(MemoryBackendParameters): def __init__(self...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/memories/backend/redis.py
0.680348
0.165189
redis.py
pypi
import os import pickle import numpy as np try: import annoy from annoy import AnnoyIndex except ImportError: from rl_coach.logger import failed_imports failed_imports.append("annoy") class AnnoyDictionary(object): def __init__(self, dict_size, key_width, new_value_shift_coefficient=0.1, batch_s...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/memories/non_episodic/differentiable_neural_dictionary.py
0.566498
0.233499
differentiable_neural_dictionary.py
pypi
import operator import random from enum import Enum from typing import List, Tuple, Any, Union import numpy as np from rl_coach.core_types import Transition from rl_coach.memories.memory import MemoryGranularity from rl_coach.memories.non_episodic.experience_replay import ExperienceReplayParameters, ExperienceReplay...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/memories/non_episodic/balanced_experience_replay.py
0.864368
0.439326
balanced_experience_replay.py
pypi
import operator import random from enum import Enum from typing import List, Tuple, Any import numpy as np from rl_coach.core_types import Transition from rl_coach.memories.memory import MemoryGranularity from rl_coach.memories.non_episodic.experience_replay import ExperienceReplayParameters, ExperienceReplay from r...
/rl-coach-slim-1.0.1.tar.gz/rl-coach-slim-1.0.1/rl_coach/memories/non_episodic/prioritized_experience_replay.py
0.912799
0.472379
prioritized_experience_replay.py
pypi
# Coach [![CI](https://img.shields.io/circleci/project/github/NervanaSystems/coach/master.svg)](https://circleci.com/gh/NervanaSystems/workflows/coach/tree/master) [![License](https://img.shields.io/badge/License-Apache%202.0-blue.svg)](https://github.com/NervanaSystems/coach/blob/master/LICENSE) [![Docs](https://read...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/README.md
0.777215
0.964556
README.md
pypi
from typing import Any, Dict, List class Saver(object): """ ABC for saver objects that implement saving/restoring to/from path, and merging two savers. """ @property def path(self): """ Relative path for save/load. If two saver objects return the same path, they must be merge-able....
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/saver.py
0.875268
0.393414
saver.py
pypi
import argparse import os import matplotlib import matplotlib.pyplot as plt from rl_coach.dashboard_components.signals_file import SignalsFile class FigureMaker(object): def __init__(self, path, cols, smoothness, signal_to_plot, x_axis, color): self.experiments_path = path self.environments = s...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/plot_atari.py
0.639961
0.397588
plot_atari.py
pypi
import inspect import json import os import sys import types from collections import OrderedDict from enum import Enum from typing import Dict, List, Union from rl_coach.core_types import TrainingSteps, EnvironmentSteps, GradientClippingMethod, RunPhase, \ SelectedPhaseOnlyDumpFilter, MaxDumpFilter from rl_coach.f...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/base_parameters.py
0.590425
0.199932
base_parameters.py
pypi
import numpy as np import contextlib with contextlib.redirect_stdout(None): import pygame from pygame.locals import HWSURFACE, DOUBLEBUF class Renderer(object): def __init__(self): self.size = (1, 1) self.screen = None self.clock = pygame.time.Clock() self.display = pygame.dis...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/renderer.py
0.689096
0.4575
renderer.py
pypi
import time import os from rl_coach.base_parameters import TaskParameters, DistributedCoachSynchronizationType from rl_coach.checkpoint import CheckpointStateFile, CheckpointStateReader from rl_coach.data_stores.data_store import SyncFiles def wait_for(wait_func, data_store=None, timeout=10): """ block until...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/rollout_worker.py
0.422624
0.166303
rollout_worker.py
pypi
from typing import List, Tuple import numpy as np from rl_coach.core_types import EnvironmentSteps class Schedule(object): def __init__(self, initial_value: float): self.initial_value = initial_value self.current_value = initial_value def step(self): raise NotImplementedError("") ...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/schedules.py
0.938365
0.623893
schedules.py
pypi
import copy import datetime import os import sys import time from itertools import cycle from os import listdir from os.path import isfile, join, isdir from bokeh.layouts import row, column, Spacer, ToolbarBox from bokeh.models import ColumnDataSource, Range1d, LinearAxis, Legend, \ WheelZoomTool, CrosshairTool,...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/dashboard_components/experiment_board.py
0.40486
0.214527
experiment_board.py
pypi
from bokeh.layouts import row, column, widgetbox, Spacer from bokeh.models import ColumnDataSource, Range1d, LinearAxis, Legend from bokeh.models.widgets import RadioButtonGroup, MultiSelect, Button, Select, Slider, Div, CheckboxGroup, Toggle from bokeh.plotting import figure from rl_coach.dashboard_components.global...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/dashboard_components/episodic_board.py
0.669205
0.369287
episodic_board.py
pypi
from collections import OrderedDict import os from genericpath import isdir, isfile from os import listdir from os.path import join from enum import Enum from bokeh.models import Div from bokeh.plotting import curdoc import tkinter as tk from tkinter import filedialog import colorsys from rl_coach.core_types import T...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/dashboard_components/globals.py
0.449151
0.179387
globals.py
pypi
import random import numpy as np from bokeh.models import ColumnDataSource from bokeh.palettes import Dark2 from rl_coach.dashboard_components.globals import show_spinner, hide_spinner, current_color from rl_coach.utils import squeeze_list class Signal: def __init__(self, name, parent, plot): self.name...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/dashboard_components/signals.py
0.507812
0.202778
signals.py
pypi
from typing import List import numpy as np from rl_coach.core_types import RunPhase, ActionType, EnvironmentSteps from rl_coach.exploration_policies.additive_noise import AdditiveNoiseParameters from rl_coach.exploration_policies.e_greedy import EGreedy, EGreedyParameters from rl_coach.exploration_policies.explorati...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/ucb.py
0.940599
0.547162
ucb.py
pypi
from typing import List import numpy as np from rl_coach.core_types import RunPhase, ActionType from rl_coach.exploration_policies.exploration_policy import DiscreteActionExplorationPolicy, ExplorationParameters from rl_coach.schedules import Schedule from rl_coach.spaces import ActionSpace class BoltzmannParamete...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/boltzmann.py
0.918521
0.525978
boltzmann.py
pypi
from typing import List import numpy as np from rl_coach.core_types import RunPhase, ActionType from rl_coach.exploration_policies.additive_noise import AdditiveNoiseParameters from rl_coach.exploration_policies.e_greedy import EGreedy, EGreedyParameters from rl_coach.exploration_policies.exploration_policy import E...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/bootstrapped.py
0.932584
0.577972
bootstrapped.py
pypi
from typing import List from rl_coach.base_parameters import Parameters from rl_coach.core_types import RunPhase, ActionType from rl_coach.spaces import ActionSpace, DiscreteActionSpace, BoxActionSpace, GoalsSpace class ExplorationParameters(Parameters): def __init__(self): self.action_space = None ...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/exploration_policy.py
0.91633
0.568655
exploration_policy.py
pypi
from typing import List import numpy as np from rl_coach.core_types import RunPhase, ActionType from rl_coach.exploration_policies.exploration_policy import ContinuousActionExplorationPolicy, ExplorationParameters from rl_coach.spaces import ActionSpace, BoxActionSpace, GoalsSpace # Based on on the description in:...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/ou_process.py
0.905989
0.403332
ou_process.py
pypi
from typing import List import numpy as np from rl_coach.core_types import RunPhase, ActionType from rl_coach.exploration_policies.exploration_policy import ContinuousActionExplorationPolicy, ExplorationParameters from rl_coach.schedules import Schedule, LinearSchedule from rl_coach.spaces import ActionSpace, BoxAct...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/additive_noise.py
0.6508
0.612049
additive_noise.py
pypi
from typing import List, Dict import numpy as np from rl_coach.architectures.layers import NoisyNetDense from rl_coach.base_parameters import AgentParameters, NetworkParameters from rl_coach.spaces import ActionSpace, BoxActionSpace, DiscreteActionSpace from rl_coach.core_types import ActionType from rl_coach.explo...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/parameter_noise.py
0.946886
0.576125
parameter_noise.py
pypi
from typing import List import numpy as np from scipy.stats import truncnorm from rl_coach.core_types import RunPhase, ActionType from rl_coach.exploration_policies.exploration_policy import ExplorationParameters, ContinuousActionExplorationPolicy from rl_coach.schedules import Schedule, LinearSchedule from rl_coach...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/exploration_policies/truncated_normal.py
0.927593
0.637313
truncated_normal.py
pypi
from enum import Enum from typing import Union, List import numpy as np from rl_coach.filters.observation.observation_move_axis_filter import ObservationMoveAxisFilter try: from pysc2 import maps from pysc2.env import sc2_env from pysc2.env import available_actions_printer from pysc2.lib import act...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/environments/starcraft2_environment.py
0.810629
0.387111
starcraft2_environment.py
pypi
import random from enum import Enum from typing import Union import numpy as np try: from dm_control import suite from dm_control.suite.wrappers import pixels except ImportError: from rl_coach.logger import failed_imports failed_imports.append("DeepMind Control Suite") from rl_coach.base_parameter...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/environments/control_suite_environment.py
0.892217
0.541833
control_suite_environment.py
pypi
from typing import Union, Dict from rl_coach.core_types import ActionType, EnvResponse, RunPhase from rl_coach.spaces import ActionSpace class EnvironmentInterface(object): def __init__(self): self._phase = RunPhase.UNDEFINED @property def phase(self) -> RunPhase: """ Get the ph...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/environments/environment_interface.py
0.926968
0.414899
environment_interface.py
pypi
import os import gym import numpy as np from gym import spaces from gym.envs.registration import EnvSpec from mujoco_py import load_model_from_path, MjSim, MjViewer, MjRenderContextOffscreen class PendulumWithGoals(gym.Env): metadata = { 'render.modes': ['human', 'rgb_array'], 'video.frames_per_second':...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/environments/mujoco/pendulum_with_goals.py
0.641198
0.317413
pendulum_with_goals.py
pypi
import random import gym import numpy as np from gym import spaces class BitFlip(gym.Env): metadata = { 'render.modes': ['human', 'rgb_array'], 'video.frames_per_second': 30 } def __init__(self, bit_length=16, max_steps=None, mean_zero=False): super(BitFlip, self).__init__() if ...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/environments/toy_problems/bit_flip.py
0.712232
0.38604
bit_flip.py
pypi
from enum import Enum import gym import numpy as np from gym import spaces class ExplorationChain(gym.Env): metadata = { 'render.modes': ['human', 'rgb_array'], 'video.frames_per_second': 30 } class ObservationType(Enum): OneHot = 0 Therm = 1 def __init__(self, chain_length...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/environments/toy_problems/exploration_chain.py
0.868172
0.521837
exploration_chain.py
pypi
from typing import Tuple, List from rl_coach.base_parameters import AgentParameters, VisualizationParameters, TaskParameters, \ PresetValidationParameters from rl_coach.environments.environment import EnvironmentParameters, Environment from rl_coach.filters.filter import NoInputFilter, NoOutputFilter from rl_coach...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/graph_managers/basic_rl_graph_manager.py
0.698535
0.343424
basic_rl_graph_manager.py
pypi
from typing import List, Union, Tuple from rl_coach.base_parameters import AgentParameters, VisualizationParameters, TaskParameters, \ PresetValidationParameters from rl_coach.core_types import EnvironmentSteps from rl_coach.environments.environment import EnvironmentParameters, Environment from rl_coach.graph_man...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/graph_managers/hac_graph_manager.py
0.893491
0.590366
hac_graph_manager.py
pypi
from typing import List, Type, Union from rl_coach.base_parameters import MiddlewareScheme, NetworkComponentParameters class MiddlewareParameters(NetworkComponentParameters): def __init__(self, parameterized_class_name: str, activation_function: str='relu', scheme: Union[List, MiddlewareScheme]...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/middleware_parameters.py
0.917168
0.209066
middleware_parameters.py
pypi
from typing import Any, Dict, List, Tuple import numpy as np from rl_coach.base_parameters import AgentParameters from rl_coach.saver import SaverCollection from rl_coach.spaces import SpacesDefinition class Architecture(object): @staticmethod def construct(variable_scope: str, devices: List[str], *args, *...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/architecture.py
0.96606
0.664282
architecture.py
pypi
from typing import Type from rl_coach.base_parameters import NetworkComponentParameters class HeadParameters(NetworkComponentParameters): def __init__(self, parameterized_class_name: str, activation_function: str = 'relu', name: str= 'head', num_output_head_copies: int=1, rescale_gradient_from_...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/head_parameters.py
0.947308
0.25303
head_parameters.py
pypi
from typing import List, Tuple from rl_coach.base_parameters import Frameworks, AgentParameters from rl_coach.logger import failed_imports from rl_coach.saver import SaverCollection from rl_coach.spaces import SpacesDefinition from rl_coach.utils import force_list class NetworkWrapper(object): """ The netwo...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/network_wrapper.py
0.934492
0.364297
network_wrapper.py
pypi
from types import FunctionType from mxnet.gluon import nn from rl_coach.architectures import layers from rl_coach.architectures.mxnet_components import utils # define global dictionary for storing layer type to layer implementation mapping mx_layer_dict = dict() def reg_to_mx(layer_type) -> FunctionType: """ ...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/layers.py
0.946057
0.473657
layers.py
pypi
import copy from typing import Any, Dict, Generator, List, Tuple, Union import numpy as np import mxnet as mx from mxnet import autograd, gluon, nd from mxnet.ndarray import NDArray from rl_coach.architectures.architecture import Architecture from rl_coach.architectures.mxnet_components.heads.head import LOSS_OUT_TY...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/architecture.py
0.858748
0.272617
architecture.py
pypi
from typing import Any, List, Tuple from mxnet import gluon, sym from mxnet.contrib import onnx as onnx_mxnet import numpy as np from rl_coach.architectures.mxnet_components.utils import ScopedOnnxEnable from rl_coach.saver import Saver class ParameterDictSaver(Saver): """ Child class that implements save...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/savers.py
0.908303
0.350199
savers.py
pypi
import copy from itertools import chain from typing import List, Tuple, Union from types import ModuleType import numpy as np import mxnet as mx from mxnet import nd, sym from mxnet.gluon import HybridBlock from mxnet.ndarray import NDArray from mxnet.symbol import Symbol from rl_coach.base_parameters import Network...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/general_network.py
0.86421
0.246851
general_network.py
pypi
import inspect from typing import Any, Dict, Generator, Iterable, List, Tuple, Union from types import ModuleType import mxnet as mx from mxnet import gluon, nd from mxnet.ndarray import NDArray import numpy as np from rl_coach.core_types import GradientClippingMethod nd_sym_type = Union[mx.nd.NDArray, mx.sym.Symbol...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/utils.py
0.924628
0.547827
utils.py
pypi
from typing import Union from types import ModuleType import mxnet as mx from mxnet.gluon import rnn from rl_coach.architectures.mxnet_components.layers import Dense from rl_coach.architectures.mxnet_components.middlewares.middleware import Middleware from rl_coach.architectures.middleware_parameters import LSTMMiddle...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/middlewares/lstm_middleware.py
0.948131
0.350477
lstm_middleware.py
pypi
from typing import Union from types import ModuleType import mxnet as mx from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.mxnet_components.embedders.embedder import InputEmbedder nd_sym_type = Union[mx.nd.NDArray, mx.sym.Symbol] class TensorEmbedder(InputEmb...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/embedders/tensor_embedder.py
0.9504
0.507019
tensor_embedder.py
pypi
from typing import Union from types import ModuleType import mxnet as mx from mxnet import nd, sym from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.mxnet_components.embedders.embedder import InputEmbedder from rl_coach.architectures.mxnet_components.layers impo...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/embedders/vector_embedder.py
0.94388
0.418756
vector_embedder.py
pypi
from typing import Union from types import ModuleType import mxnet as mx from rl_coach.architectures.embedder_parameters import InputEmbedderParameters from rl_coach.architectures.mxnet_components.embedders.embedder import InputEmbedder from rl_coach.architectures.mxnet_components.layers import Conv2d from rl_coach.ba...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/embedders/image_embedder.py
0.96738
0.46308
image_embedder.py
pypi
from typing import Union, List, Tuple from types import ModuleType import mxnet as mx from mxnet.gluon.loss import Loss, HuberLoss, L2Loss from mxnet.gluon import nn from rl_coach.architectures.mxnet_components.heads.head import Head, HeadLoss, LossInputSchema,\ NormalizedRSSInitializer from rl_coach.architecture...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/heads/v_head.py
0.976389
0.445288
v_head.py
pypi
from typing import Dict, List, Union, Tuple import mxnet as mx from mxnet.initializer import Initializer, register from mxnet.gluon import nn, loss from mxnet.ndarray import NDArray from mxnet.symbol import Symbol from rl_coach.base_parameters import AgentParameters from rl_coach.spaces import SpacesDefinition LOS...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/heads/head.py
0.960915
0.573081
head.py
pypi
from typing import List, Tuple, Union from types import ModuleType import mxnet as mx from mxnet.gluon import nn from rl_coach.architectures.mxnet_components.heads.head import Head, HeadLoss, LossInputSchema,\ NormalizedRSSInitializer from rl_coach.architectures.mxnet_components.heads.head import LOSS_OUT_TYPE_L...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/heads/ppo_v_head.py
0.971252
0.489015
ppo_v_head.py
pypi
from typing import Union, List, Tuple from types import ModuleType import mxnet as mx from mxnet.gluon.loss import Loss, HuberLoss, L2Loss from mxnet.gluon import nn from rl_coach.architectures.mxnet_components.heads.head import Head, HeadLoss, LossInputSchema from rl_coach.architectures.mxnet_components.heads.head ...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/mxnet_components/heads/q_head.py
0.974893
0.45308
q_head.py
pypi
from typing import Tuple import tensorflow as tf def create_cluster_spec(parameters_server: str, workers: str) -> tf.train.ClusterSpec: """ Creates a ClusterSpec object representing the cluster. :param parameters_server: comma-separated list of hostname:port pairs to which the parameter servers are assi...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/tensorflow_components/distributed_tf_utils.py
0.93739
0.62134
distributed_tf_utils.py
pypi
import math from types import FunctionType import tensorflow as tf from rl_coach.architectures import layers from rl_coach.architectures.tensorflow_components import utils def batchnorm_activation_dropout(input_layer, batchnorm, activation_function, dropout_rate, is_training, name): layers = [input_layer] ...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/tensorflow_components/layers.py
0.843315
0.475605
layers.py
pypi
from typing import Union, List import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.middlewares.middleware import Middleware from rl_coach.base_parameters import MiddlewareScheme from rl_coach.core_types import Middleware_FC_Em...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/tensorflow_components/middlewares/fc_middleware.py
0.879406
0.262254
fc_middleware.py
pypi
import numpy as np import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Dense from rl_coach.architectures.tensorflow_components.middlewares.middleware import Middleware from rl_coach.base_parameters import MiddlewareScheme from rl_coach.core_types import Middleware_LSTM_Embedding f...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/tensorflow_components/middlewares/lstm_middleware.py
0.881793
0.242935
lstm_middleware.py
pypi
from typing import List import tensorflow as tf from rl_coach.architectures.tensorflow_components.layers import Conv2d, Dense from rl_coach.architectures.tensorflow_components.embedders.embedder import InputEmbedder from rl_coach.base_parameters import EmbedderScheme from rl_coach.core_types import InputTensorEmbedd...
/rl-coach-1.0.1.tar.gz/rl-coach-1.0.1/rl_coach/architectures/tensorflow_components/embedders/tensor_embedder.py
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0.591989
tensor_embedder.py
pypi