stable-baselines3/docs/misc
Scott Brownlie 1afc2f3abe
Avoid putting target networks into training mode (#553)
* make sure DQN policy is always in correct mode - train or eval

* make set_training_mode an abstract method of the base policy - safer

* update docstring of _build method to note that the target network is put into eval mode

* use set_training_mode to put the dqn target network into eval mode

* use set_training_mode to set the training model of the q-network

* move set_training_mode abstract method from BasePolicy to BaseModel

* set train and eval mode for TD3

* make sure critic is always in correct mode during train

* set train and eval mode for SAC

* add comment re batch norm and dropout

* set train and eval mode for A2C and PPO

* add tests for collect rollouts with batch norm

* fix formatting

* update change log

* update version

* remove Optional typing for batch size - causing type check to fail

* Fix scipy dependency for toy text envs

* implement set_training_mode method in BaseModel

* move all tests of train/eval mode to test_train_eval_mode

* call learn with learning_starts = total_timesteps to test that collect_rollouts does not update batch norm

* remove extra calls to set_training_mode in train method of TD3 and SAC

* Allow gradient_steps=0

* Refactor tests

* Add comment + use aliases

* Typos

Co-authored-by: Antonin Raffin <antonin.raffin@ensta.org>
2021-08-30 17:42:41 +02:00
..
changelog.rst Avoid putting target networks into training mode (#553) 2021-08-30 17:42:41 +02:00
projects.rst Include SuperSuit in projects (#359) 2021-03-20 20:48:15 +01:00