21 Commits

Author SHA1 Message Date
Dominik Jain
799beb79b4 Support discrete SAC in high-level API
* Changed machanism for reusing actor's preprocessing module in critics
  to avoid special handling in AgentFactory implementations, improving
  separation of concerns:
    - Added CriticFactoryReuseActor as the new critic factory
    - Added ActorFactoryTransientStorageDecorator to pass on the actor
      data
    - Added helper classes ActorFuture, ActorFutureProviderProtocol
* Add example atari_sac_hl
2023-10-18 20:44:17 +02:00
Dominik Jain
305b30a6c1 Simplify parameter transformers by applying ParamTransformerChangeValue 2023-10-18 20:44:17 +02:00
Dominik Jain
17ef4dd5eb Support REDQ in high-level API
* Implement example mujoco_redq_hl
* Add abstraction CriticEnsembleFactory with default implementations
  to suit REDQ
* Fix type annotation of linear_layer in Net, MLP, Critic
  (was incompatible with REDQ usage)
2023-10-18 20:44:17 +02:00
Dominik Jain
7af836bd6a Support TRPO in high-level API and add example mujoco_trpo_hl 2023-10-18 20:44:17 +02:00
Dominik Jain
383a4a6083 Support NPG in high-level API and add example mujoco_npg_hl 2023-10-18 20:44:17 +02:00
Dominik Jain
a8ea6808c3 Fix ruff type comparison complaint 2023-10-18 20:44:17 +02:00
Dominik Jain
6bb3abb2f0 Support PG/Reinforce in high-level API
* Add example mujoco_reinforce_hl
* Extended functionality of ActorFactory to support creation of ModuleOpt
2023-10-18 20:44:17 +02:00
Dominik Jain
22dfc4ed2e Fix type annotations of dist_fn 2023-10-18 20:44:17 +02:00
Dominik Jain
a161a9cf58 Improve type annotations, fix type issues and add checks 2023-10-18 20:44:17 +02:00
Dominik Jain
1243894eb8 Add DistributionFunctionFactory subclasses for discrete/continuous default 2023-10-18 20:44:17 +02:00
Dominik Jain
d269063e6a Remove 'RL' prefix from class names 2023-10-18 20:44:17 +02:00
Dominik Jain
1cba589bd4 Add DQN support in high-level API
* Allow to specify trainer callbacks (train_fn, test_fn, stop_fn)
  in high-level API, adding the necessary abstractions and pass-on
  mechanisms
* Add example atari_dqn_hl
2023-10-18 20:44:16 +02:00
Dominik Jain
358978c65d Add ToStringMixin to further high-level parameter classes 2023-10-18 20:44:16 +02:00
Dominik Jain
2671580c6c Add DDPG high-level API and MuJoCo example 2023-10-18 20:44:16 +02:00
Dominik Jain
6b6d9ea609 Add support for discrete PPO
* Refactored module `module` (split into submodules)
* Basic support for discrete environments
* Implement Atari env. factory
* Implement DQN-based actor factory
* Implement notion of reusing agent preprocessing network for critic
* Add example atari_ppo_hl
2023-10-18 20:44:16 +02:00
Dominik Jain
cd79cf8661 Add A2C high-level API
* Add common based class for A2C and PPO agent factories
* Add default for dist_fn parameter, adding corresponding factories
* Add example mujoco_a2c_hl
2023-10-18 20:44:16 +02:00
Dominik Jain
acd89fa3b0 Remove parameter transformers from config object state,
composing the list dynamically instead
2023-10-18 20:44:16 +02:00
Dominik Jain
78b6dd1f49 Adapt class naming scheme
* Use prefix convention (subclasses have superclass names as prefix) to
  facilitate discoverability of relevant classes via IDE autocompletion
* Use dual naming, adding an alternative concise name that omits the
  precise OO semantics and retains only the essential part of the name
  (which can be more pleasing to users not accustomed to
  convoluted OO naming)
2023-10-18 20:44:16 +02:00
Dominik Jain
d4e604b46e Move parameter transformation directly into parameter objects,
achieving greater separation of concerns and improved maintainability
2023-10-18 20:44:16 +02:00
Dominik Jain
e993425aa1 Add high-level API support for TD3
* Created mixins for agent factories to reduce code duplication
 * Further factorised params & mixins for experiment factories
 * Additional parameter abstractions
 * Implement high-level MuJoCo TD3 example
2023-10-18 20:44:16 +02:00
Dominik Jain
367778d37f Improve high-level policy parametrisation
Policy objects are now parametrised by converting the parameter
dataclass instances to kwargs, using some injectable conversions
along the way
2023-10-18 20:44:16 +02:00