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stable-baselines3/stable_baselines3/ppo/policies.py

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Review of code (A2C, PPO and refactoring) (#35) * Split torch module code into torch_layers file * Updated reference to CNN * Change 'CxWxH' to 'CxHxW', as per common notion * Fix missing import in policies.py * Move PPOPolicy to OnlineActorCriticPolicy * Create OnPolicyRLModel from PPO, and make A2C and PPO inherit * Update A2C optimizer comment * Clean weight init scales for clarity * Fix A2C log_interval default parameter * Rename 'progress' to 'progress_remaining * Rename 'Models' to 'Algorithms' * Rename 'OnlineActorCriticPolicy' to 'ActorCriticPolicy' * Move static functions out from BaseAlgorithm * Move on/off_policy base algorithms to their own files * Add files for A2C/PPO * Fix docs * Fix pytype * Update documentation on OnPolicyAlgorithm * Add proper doctstring for on_policy rollout gathering * Add bit clarification on the mlppolicy/cnnpolicy naming * Move static function is_vectorized_policies to utils.py * Checking docstrings, pep8 fixes * Update changelog * Clean changelog * Remove policy warnings for sac/td3 * Add monitor_wrapper for OnPolicyAlgorithm. Clean tb logging variables. Add parameter keywords to OffPolicyAlgorithm super init Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org>
2020-06-09 11:54:18 +00:00
# This file is here just to define MlpPolicy/CnnPolicy
# that work for PPO
Dictionary Observations (#243) * First commit * Fixing missing refs from a quick merge from master * Reformat * Adding DictBuffers * Reformat * Minor reformat * added slow dict test. Added SACMultiInputPolicy for future. Added private static image transpose helper to common policy * Ran black on buffers * Ran isort * Adding StackedObservations classes used within VecStackEnvs wrappers. Made test_dict_env shorter and removed slow * Running isort :facepalm * Fixed typing issues * Adding docstrings and typing. Using util for moving data to device. * Fixed trailing commas * Fix types * Minor edits * Avoid duplicating code * Fix calls to parents * Adding assert to buffers. Updating changelong * Running format on buffers * Adding multi-input policies to dqn,td3,a2c. Fixing warnings. Fixed bug with DictReplayBuffer as Replay buffers use only 1 env * Fixing warnings, splitting is_vectorized_observation into multiple functions based on space type * Created envs folder in common. Updated imports. Moved stacked_obs to vec_env folder * Moved envs to envs directory. Moved stacked obs to vec_envs. Started update on documentation * Fixes * Running code style * Update docstrings on torch_layers * Decapitalize non-constant variables * Using NatureCNN architecture in combined extractor. Increasing img size in multi input env. Adding memory reduction in test * Update doc * Update doc * Fix format * Removing NineRoom env. Using nested preprocess. Removing mutable default args * running code style * Passing channel check through to stacked dict observations. * Running black * Adding channel control to SimpleMultiObsEnv. Passing check_channels to CombinedExtractor * Remove optimize memory for dict buffers * Update doc * Move identity env * Minor edits + bump version * Update doc * Fix doc build * Bug fixes + add support for more type of dict env * Fixes + add multi env test * Add support for vectranspose * Fix stacked obs for dict and add tests * Add check for nested spaces. Fix dict-subprocvecenv test * Fix (single) pytype error * Simplify CombinedExtractor * Fix tests * Fix check * Merge branch 'master' into feat/dict_observations * Fix for net_arch with dict and vector obs * Fixes * Add consistency test * Update env checker * Add some docs on dict obs * Update default CNN feature vector size * Refactor HER (#351) * Start refactoring HER * Fixes * Additional fixes * Faster tests * WIP: HER as a custom replay buffer * New replay only version (working with DQN) * Add support for all off-policy algorithms * Fix saving/loading * Remove ObsDictWrapper and add VecNormalize tests with dict * Stable-Baselines3 v1.0 (#354) * Bump version and update doc * Fix name * Apply suggestions from code review Co-authored-by: Adam Gleave <adam@gleave.me> * Update docs/index.rst Co-authored-by: Adam Gleave <adam@gleave.me> * Update wording for RL zoo Co-authored-by: Adam Gleave <adam@gleave.me> * Add gym-pybullet-drones project (#358) * Update projects.rst Added gym-pybullet-drones * Update projects.rst Longer title underline * Update changelog Co-authored-by: Antonin Raffin <antonin.raffin@ensta.org> * Include SuperSuit in projects (#359) * include supersuit * longer title underline * Update changelog.rst * Fix default arguments + add bugbear (#363) * Fix potential bug + add bug bear * Remove unused variables * Minor: version bump * Add code of conduct + update doc (#373) * Add code of conduct * Fix DQN doc example * Update doc (channel-last/first) * Apply suggestions from code review Co-authored-by: Anssi <kaneran21@hotmail.com> * Apply suggestions from code review Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Anssi <kaneran21@hotmail.com> Co-authored-by: Adam Gleave <adam@gleave.me> * Make installation command compatible with ZSH (#376) * Add quotes * Add Zsh bracket info * Add clarify pip installation line * Make note bold * Add Zsh pip installation note * Add handle timeouts param * Fixes * Fixes (buffer size, extend test) * Fix `max_episode_length` redefinition * Fix potential issue * Add some docs on dict obs * Fix performance bug * Fix slowdown * Add package to install (#378) * Add package to install * Update docs packages installation command Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Fix backward compat + add test * Fix VecEnv detection * Update doc * Fix vec env check * Support for `VecMonitor` for gym3-style environments (#311) * add vectorized monitor * auto format of the code * add documentation and VecExtractDictObs * refactor and add test cases * add test cases and format * avoid circular import and fix doc * fix type * fix type * oops * Update stable_baselines3/common/monitor.py Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Update stable_baselines3/common/monitor.py Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * add test cases * update changelog * fix mutable argument * quick fix * Apply suggestions from code review * fix terminal observation for gym3 envs * delete comment * Update doc and bump version * Add warning when already using `Monitor` wrapper * Update vecmonitor tests * Fixes Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Reformat * Fixed loading of ``ent_coef`` for ``SAC`` and ``TQC``, it was not optimized anymore (#392) * Fix ent coef loading bug * Add test * Add comment * Reuse save path * Add test for GAE + rename `RolloutBuffer.dones` for clarification (#375) * Fix return computation + add test for GAE * Rename `last_dones` to `episode_starts` for clarification * Revert advantage * Cleanup test * Rename variable * Clarify return computation * Clarify docs * Add multi-episode rollout test * Reformat Co-authored-by: Anssi "Miffyli" Kanervisto <kaneran21@hotmail.com> * Fixed saving of `A2C` and `PPO` policy when using gSDE (#401) * Improve doc and replay buffer loading * Add support for images * Fix doc * Update Procgen doc * Update changelog * Update docstrings Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Jacopo Panerati <jacopo.panerati@utoronto.ca> Co-authored-by: Justin Terry <justinkterry@gmail.com> Co-authored-by: Anssi <kaneran21@hotmail.com> Co-authored-by: Tom Dörr <tomdoerr96@gmail.com> Co-authored-by: Tom Dörr <tom.doerr@tum.de> Co-authored-by: Costa Huang <costa.huang@outlook.com> * Update doc and minor fixes * Update doc * Added note about MultiInputPolicy in error of NatureCNN * Merge branch 'master' into feat/dict_observations * Address comments * Naming clarifications * Actually saving the file would be nice * Fix edge case when doing online sampling with HER * Cleanup * Add sanity check Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> Co-authored-by: Anssi "Miffyli" Kanervisto <kaneran21@hotmail.com> Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Jacopo Panerati <jacopo.panerati@utoronto.ca> Co-authored-by: Justin Terry <justinkterry@gmail.com> Co-authored-by: Tom Dörr <tomdoerr96@gmail.com> Co-authored-by: Tom Dörr <tom.doerr@tum.de> Co-authored-by: Costa Huang <costa.huang@outlook.com>
2021-05-11 10:29:30 +00:00
from stable_baselines3.common.policies import (
ActorCriticCnnPolicy,
ActorCriticPolicy,
MultiInputActorCriticPolicy,
register_policy,
)
Improve initialization
2019-09-21 14:48:51 +00:00
Review of code (A2C, PPO and refactoring) (#35) * Split torch module code into torch_layers file * Updated reference to CNN * Change 'CxWxH' to 'CxHxW', as per common notion * Fix missing import in policies.py * Move PPOPolicy to OnlineActorCriticPolicy * Create OnPolicyRLModel from PPO, and make A2C and PPO inherit * Update A2C optimizer comment * Clean weight init scales for clarity * Fix A2C log_interval default parameter * Rename 'progress' to 'progress_remaining * Rename 'Models' to 'Algorithms' * Rename 'OnlineActorCriticPolicy' to 'ActorCriticPolicy' * Move static functions out from BaseAlgorithm * Move on/off_policy base algorithms to their own files * Add files for A2C/PPO * Fix docs * Fix pytype * Update documentation on OnPolicyAlgorithm * Add proper doctstring for on_policy rollout gathering * Add bit clarification on the mlppolicy/cnnpolicy naming * Move static function is_vectorized_policies to utils.py * Checking docstrings, pep8 fixes * Update changelog * Clean changelog * Remove policy warnings for sac/td3 * Add monitor_wrapper for OnPolicyAlgorithm. Clean tb logging variables. Add parameter keywords to OffPolicyAlgorithm super init Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org>
2020-06-09 11:54:18 +00:00
MlpPolicy = ActorCriticPolicy
CnnPolicy = ActorCriticCnnPolicy
Dictionary Observations (#243) * First commit * Fixing missing refs from a quick merge from master * Reformat * Adding DictBuffers * Reformat * Minor reformat * added slow dict test. Added SACMultiInputPolicy for future. Added private static image transpose helper to common policy * Ran black on buffers * Ran isort * Adding StackedObservations classes used within VecStackEnvs wrappers. Made test_dict_env shorter and removed slow * Running isort :facepalm * Fixed typing issues * Adding docstrings and typing. Using util for moving data to device. * Fixed trailing commas * Fix types * Minor edits * Avoid duplicating code * Fix calls to parents * Adding assert to buffers. Updating changelong * Running format on buffers * Adding multi-input policies to dqn,td3,a2c. Fixing warnings. Fixed bug with DictReplayBuffer as Replay buffers use only 1 env * Fixing warnings, splitting is_vectorized_observation into multiple functions based on space type * Created envs folder in common. Updated imports. Moved stacked_obs to vec_env folder * Moved envs to envs directory. Moved stacked obs to vec_envs. Started update on documentation * Fixes * Running code style * Update docstrings on torch_layers * Decapitalize non-constant variables * Using NatureCNN architecture in combined extractor. Increasing img size in multi input env. Adding memory reduction in test * Update doc * Update doc * Fix format * Removing NineRoom env. Using nested preprocess. Removing mutable default args * running code style * Passing channel check through to stacked dict observations. * Running black * Adding channel control to SimpleMultiObsEnv. Passing check_channels to CombinedExtractor * Remove optimize memory for dict buffers * Update doc * Move identity env * Minor edits + bump version * Update doc * Fix doc build * Bug fixes + add support for more type of dict env * Fixes + add multi env test * Add support for vectranspose * Fix stacked obs for dict and add tests * Add check for nested spaces. Fix dict-subprocvecenv test * Fix (single) pytype error * Simplify CombinedExtractor * Fix tests * Fix check * Merge branch 'master' into feat/dict_observations * Fix for net_arch with dict and vector obs * Fixes * Add consistency test * Update env checker * Add some docs on dict obs * Update default CNN feature vector size * Refactor HER (#351) * Start refactoring HER * Fixes * Additional fixes * Faster tests * WIP: HER as a custom replay buffer * New replay only version (working with DQN) * Add support for all off-policy algorithms * Fix saving/loading * Remove ObsDictWrapper and add VecNormalize tests with dict * Stable-Baselines3 v1.0 (#354) * Bump version and update doc * Fix name * Apply suggestions from code review Co-authored-by: Adam Gleave <adam@gleave.me> * Update docs/index.rst Co-authored-by: Adam Gleave <adam@gleave.me> * Update wording for RL zoo Co-authored-by: Adam Gleave <adam@gleave.me> * Add gym-pybullet-drones project (#358) * Update projects.rst Added gym-pybullet-drones * Update projects.rst Longer title underline * Update changelog Co-authored-by: Antonin Raffin <antonin.raffin@ensta.org> * Include SuperSuit in projects (#359) * include supersuit * longer title underline * Update changelog.rst * Fix default arguments + add bugbear (#363) * Fix potential bug + add bug bear * Remove unused variables * Minor: version bump * Add code of conduct + update doc (#373) * Add code of conduct * Fix DQN doc example * Update doc (channel-last/first) * Apply suggestions from code review Co-authored-by: Anssi <kaneran21@hotmail.com> * Apply suggestions from code review Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Anssi <kaneran21@hotmail.com> Co-authored-by: Adam Gleave <adam@gleave.me> * Make installation command compatible with ZSH (#376) * Add quotes * Add Zsh bracket info * Add clarify pip installation line * Make note bold * Add Zsh pip installation note * Add handle timeouts param * Fixes * Fixes (buffer size, extend test) * Fix `max_episode_length` redefinition * Fix potential issue * Add some docs on dict obs * Fix performance bug * Fix slowdown * Add package to install (#378) * Add package to install * Update docs packages installation command Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Fix backward compat + add test * Fix VecEnv detection * Update doc * Fix vec env check * Support for `VecMonitor` for gym3-style environments (#311) * add vectorized monitor * auto format of the code * add documentation and VecExtractDictObs * refactor and add test cases * add test cases and format * avoid circular import and fix doc * fix type * fix type * oops * Update stable_baselines3/common/monitor.py Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Update stable_baselines3/common/monitor.py Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * add test cases * update changelog * fix mutable argument * quick fix * Apply suggestions from code review * fix terminal observation for gym3 envs * delete comment * Update doc and bump version * Add warning when already using `Monitor` wrapper * Update vecmonitor tests * Fixes Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Reformat * Fixed loading of ``ent_coef`` for ``SAC`` and ``TQC``, it was not optimized anymore (#392) * Fix ent coef loading bug * Add test * Add comment * Reuse save path * Add test for GAE + rename `RolloutBuffer.dones` for clarification (#375) * Fix return computation + add test for GAE * Rename `last_dones` to `episode_starts` for clarification * Revert advantage * Cleanup test * Rename variable * Clarify return computation * Clarify docs * Add multi-episode rollout test * Reformat Co-authored-by: Anssi "Miffyli" Kanervisto <kaneran21@hotmail.com> * Fixed saving of `A2C` and `PPO` policy when using gSDE (#401) * Improve doc and replay buffer loading * Add support for images * Fix doc * Update Procgen doc * Update changelog * Update docstrings Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Jacopo Panerati <jacopo.panerati@utoronto.ca> Co-authored-by: Justin Terry <justinkterry@gmail.com> Co-authored-by: Anssi <kaneran21@hotmail.com> Co-authored-by: Tom Dörr <tomdoerr96@gmail.com> Co-authored-by: Tom Dörr <tom.doerr@tum.de> Co-authored-by: Costa Huang <costa.huang@outlook.com> * Update doc and minor fixes * Update doc * Added note about MultiInputPolicy in error of NatureCNN * Merge branch 'master' into feat/dict_observations * Address comments * Naming clarifications * Actually saving the file would be nice * Fix edge case when doing online sampling with HER * Cleanup * Add sanity check Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> Co-authored-by: Anssi "Miffyli" Kanervisto <kaneran21@hotmail.com> Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Jacopo Panerati <jacopo.panerati@utoronto.ca> Co-authored-by: Justin Terry <justinkterry@gmail.com> Co-authored-by: Tom Dörr <tomdoerr96@gmail.com> Co-authored-by: Tom Dörr <tom.doerr@tum.de> Co-authored-by: Costa Huang <costa.huang@outlook.com>
2021-05-11 10:29:30 +00:00
MultiInputPolicy = MultiInputActorCriticPolicy
Start PPO
2019-09-18 11:10:27 +00:00
Review of code (A2C, PPO and refactoring) (#35) * Split torch module code into torch_layers file * Updated reference to CNN * Change 'CxWxH' to 'CxHxW', as per common notion * Fix missing import in policies.py * Move PPOPolicy to OnlineActorCriticPolicy * Create OnPolicyRLModel from PPO, and make A2C and PPO inherit * Update A2C optimizer comment * Clean weight init scales for clarity * Fix A2C log_interval default parameter * Rename 'progress' to 'progress_remaining * Rename 'Models' to 'Algorithms' * Rename 'OnlineActorCriticPolicy' to 'ActorCriticPolicy' * Move static functions out from BaseAlgorithm * Move on/off_policy base algorithms to their own files * Add files for A2C/PPO * Fix docs * Fix pytype * Update documentation on OnPolicyAlgorithm * Add proper doctstring for on_policy rollout gathering * Add bit clarification on the mlppolicy/cnnpolicy naming * Move static function is_vectorized_policies to utils.py * Checking docstrings, pep8 fixes * Update changelog * Clean changelog * Remove policy warnings for sac/td3 * Add monitor_wrapper for OnPolicyAlgorithm. Clean tb logging variables. Add parameter keywords to OffPolicyAlgorithm super init Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org>
2020-06-09 11:54:18 +00:00
register_policy("MlpPolicy", ActorCriticPolicy)
register_policy("CnnPolicy", ActorCriticCnnPolicy)
Dictionary Observations (#243) * First commit * Fixing missing refs from a quick merge from master * Reformat * Adding DictBuffers * Reformat * Minor reformat * added slow dict test. Added SACMultiInputPolicy for future. Added private static image transpose helper to common policy * Ran black on buffers * Ran isort * Adding StackedObservations classes used within VecStackEnvs wrappers. Made test_dict_env shorter and removed slow * Running isort :facepalm * Fixed typing issues * Adding docstrings and typing. Using util for moving data to device. * Fixed trailing commas * Fix types * Minor edits * Avoid duplicating code * Fix calls to parents * Adding assert to buffers. Updating changelong * Running format on buffers * Adding multi-input policies to dqn,td3,a2c. Fixing warnings. Fixed bug with DictReplayBuffer as Replay buffers use only 1 env * Fixing warnings, splitting is_vectorized_observation into multiple functions based on space type * Created envs folder in common. Updated imports. Moved stacked_obs to vec_env folder * Moved envs to envs directory. Moved stacked obs to vec_envs. Started update on documentation * Fixes * Running code style * Update docstrings on torch_layers * Decapitalize non-constant variables * Using NatureCNN architecture in combined extractor. Increasing img size in multi input env. Adding memory reduction in test * Update doc * Update doc * Fix format * Removing NineRoom env. Using nested preprocess. Removing mutable default args * running code style * Passing channel check through to stacked dict observations. * Running black * Adding channel control to SimpleMultiObsEnv. Passing check_channels to CombinedExtractor * Remove optimize memory for dict buffers * Update doc * Move identity env * Minor edits + bump version * Update doc * Fix doc build * Bug fixes + add support for more type of dict env * Fixes + add multi env test * Add support for vectranspose * Fix stacked obs for dict and add tests * Add check for nested spaces. Fix dict-subprocvecenv test * Fix (single) pytype error * Simplify CombinedExtractor * Fix tests * Fix check * Merge branch 'master' into feat/dict_observations * Fix for net_arch with dict and vector obs * Fixes * Add consistency test * Update env checker * Add some docs on dict obs * Update default CNN feature vector size * Refactor HER (#351) * Start refactoring HER * Fixes * Additional fixes * Faster tests * WIP: HER as a custom replay buffer * New replay only version (working with DQN) * Add support for all off-policy algorithms * Fix saving/loading * Remove ObsDictWrapper and add VecNormalize tests with dict * Stable-Baselines3 v1.0 (#354) * Bump version and update doc * Fix name * Apply suggestions from code review Co-authored-by: Adam Gleave <adam@gleave.me> * Update docs/index.rst Co-authored-by: Adam Gleave <adam@gleave.me> * Update wording for RL zoo Co-authored-by: Adam Gleave <adam@gleave.me> * Add gym-pybullet-drones project (#358) * Update projects.rst Added gym-pybullet-drones * Update projects.rst Longer title underline * Update changelog Co-authored-by: Antonin Raffin <antonin.raffin@ensta.org> * Include SuperSuit in projects (#359) * include supersuit * longer title underline * Update changelog.rst * Fix default arguments + add bugbear (#363) * Fix potential bug + add bug bear * Remove unused variables * Minor: version bump * Add code of conduct + update doc (#373) * Add code of conduct * Fix DQN doc example * Update doc (channel-last/first) * Apply suggestions from code review Co-authored-by: Anssi <kaneran21@hotmail.com> * Apply suggestions from code review Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Anssi <kaneran21@hotmail.com> Co-authored-by: Adam Gleave <adam@gleave.me> * Make installation command compatible with ZSH (#376) * Add quotes * Add Zsh bracket info * Add clarify pip installation line * Make note bold * Add Zsh pip installation note * Add handle timeouts param * Fixes * Fixes (buffer size, extend test) * Fix `max_episode_length` redefinition * Fix potential issue * Add some docs on dict obs * Fix performance bug * Fix slowdown * Add package to install (#378) * Add package to install * Update docs packages installation command Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Fix backward compat + add test * Fix VecEnv detection * Update doc * Fix vec env check * Support for `VecMonitor` for gym3-style environments (#311) * add vectorized monitor * auto format of the code * add documentation and VecExtractDictObs * refactor and add test cases * add test cases and format * avoid circular import and fix doc * fix type * fix type * oops * Update stable_baselines3/common/monitor.py Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Update stable_baselines3/common/monitor.py Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * add test cases * update changelog * fix mutable argument * quick fix * Apply suggestions from code review * fix terminal observation for gym3 envs * delete comment * Update doc and bump version * Add warning when already using `Monitor` wrapper * Update vecmonitor tests * Fixes Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> * Reformat * Fixed loading of ``ent_coef`` for ``SAC`` and ``TQC``, it was not optimized anymore (#392) * Fix ent coef loading bug * Add test * Add comment * Reuse save path * Add test for GAE + rename `RolloutBuffer.dones` for clarification (#375) * Fix return computation + add test for GAE * Rename `last_dones` to `episode_starts` for clarification * Revert advantage * Cleanup test * Rename variable * Clarify return computation * Clarify docs * Add multi-episode rollout test * Reformat Co-authored-by: Anssi "Miffyli" Kanervisto <kaneran21@hotmail.com> * Fixed saving of `A2C` and `PPO` policy when using gSDE (#401) * Improve doc and replay buffer loading * Add support for images * Fix doc * Update Procgen doc * Update changelog * Update docstrings Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Jacopo Panerati <jacopo.panerati@utoronto.ca> Co-authored-by: Justin Terry <justinkterry@gmail.com> Co-authored-by: Anssi <kaneran21@hotmail.com> Co-authored-by: Tom Dörr <tomdoerr96@gmail.com> Co-authored-by: Tom Dörr <tom.doerr@tum.de> Co-authored-by: Costa Huang <costa.huang@outlook.com> * Update doc and minor fixes * Update doc * Added note about MultiInputPolicy in error of NatureCNN * Merge branch 'master' into feat/dict_observations * Address comments * Naming clarifications * Actually saving the file would be nice * Fix edge case when doing online sampling with HER * Cleanup * Add sanity check Co-authored-by: Antonin RAFFIN <antonin.raffin@ensta.org> Co-authored-by: Anssi "Miffyli" Kanervisto <kaneran21@hotmail.com> Co-authored-by: Adam Gleave <adam@gleave.me> Co-authored-by: Jacopo Panerati <jacopo.panerati@utoronto.ca> Co-authored-by: Justin Terry <justinkterry@gmail.com> Co-authored-by: Tom Dörr <tomdoerr96@gmail.com> Co-authored-by: Tom Dörr <tom.doerr@tum.de> Co-authored-by: Costa Huang <costa.huang@outlook.com>
2021-05-11 10:29:30 +00:00
register_policy("MultiInputPolicy", MultiInputPolicy)
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