Commit graph

44 commits

Author SHA1 Message Date
Sven Mika
b5bc2b93c3
[RLlib] Move all remaining algos into algorithms directory. (#25366) 2022-06-04 07:35:24 +02:00
Jun Gong
68a9a33386
[RLlib] Retry agents -> algorithms. with proper doc changes this time. (#24797) 2022-05-16 09:45:32 +02:00
Simon Mo
9f23affdc0
[Hotfix] Unbreak lint in master (#24794) 2022-05-13 15:05:05 -07:00
kourosh hakhamaneshi
ffcbb30552
[RLlib] Move from agents to algorithms - CQL, MARWIL, AlphaStar, MAML, Dreamer, MBMPO. (#24739) 2022-05-13 18:43:36 +02:00
Sven Mika
1bc6419e0e
[RLlib] R2D2 training iteration fn AND switch off execution_plan API by default. (#24165) 2022-05-03 07:59:26 +02:00
Balaji Veeramani
31ed9e5d02
[CI] Replace YAPF disables with Black disables (#21982) 2022-02-08 16:29:25 -08:00
Balaji Veeramani
7f1bacc7dc
[CI] Format Python code with Black (#21975)
See #21316 and #21311 for the motivation behind these changes.
2022-01-29 18:41:57 -08:00
Sven Mika
371fbb17e4
[RLlib] Make policies_to_train more flexible via callable option. (#20735) 2022-01-27 12:17:34 +01:00
Sven Mika
b10d5533be
[RLlib] Issue 20920 (partial solution): contrib/MADDPG + pettingzoo coop-pong-v4 not working. (#21452) 2022-01-10 11:19:40 +01:00
Sven Mika
62dbf26394
[RLlib] POC: Run PGTrainer w/o the distr. exec API (Trainer's new training_iteration method). (#20984) 2021-12-21 08:39:05 +01:00
Sven Mika
db058d0fb3
[RLlib] Rename metrics_smoothing_episodes into metrics_num_episodes_for_smoothing for clarity. (#20983) 2021-12-11 20:33:35 +01:00
Sven Mika
b4790900f5
[RLlib] Sub-class Trainer (instead of build_trainer()): All remaining classes; soft-deprecate build_trainer. (#20725) 2021-12-04 22:05:26 +01:00
Sven Mika
0de41e4a6b
[RLlib] Trainer sub-class QMIX/MAML/MB-MPO (instead of build_trainer). (#20639) 2021-12-02 13:17:10 +01:00
Sven Mika
f82880eda1
Revert "Revert [RLlib] POC: Deprecate build_policy (policy template) for torch only; PPOTorchPolicy (#20061) (#20399)" (#20417)
This reverts commit 90dc5460d4.
2021-11-16 14:49:41 +01:00
Amog Kamsetty
90dc5460d4
Revert "[RLlib] POC: Deprecate build_policy (policy template) for torch only; PPOTorchPolicy (#20061)" (#20399)
This reverts commit 5b1c8e46e1.
2021-11-15 16:11:35 -08:00
Sven Mika
5b1c8e46e1
[RLlib] POC: Deprecate build_policy (policy template) for torch only; PPOTorchPolicy (#20061) 2021-11-15 10:41:54 +01:00
Sven Mika
cf21c634a3
[RLlib] Fix deprecated warning for torch_ops.py (soft-replaced by torch_utils.py). (#19982) 2021-11-03 10:00:46 +01:00
gjoliver
99a0088233
[RLlib] Unify the way we create local replay buffer for all agents (#19627)
* [RLlib] Unify the way we create and use LocalReplayBuffer for all the agents.

This change
1. Get rid of the try...except clause when we call execution_plan(),
   and get rid of the Deprecation warning as a result.
2. Fix the execution_plan() call in Trainer._try_recover() too.
3. Most importantly, makes it much easier to create and use different types
   of local replay buffers for all our agents.
   E.g., allow us to easily create a reservoir sampling replay buffer for
   APPO agent for Riot in the near future.
* Introduce explicit configuration for replay buffer types.
* Fix is_training key error.
* actually deprecate buffer_size field.
2021-10-26 20:56:02 +02:00
Sven Mika
b213565783
[RLlib] Fix failing test cases: Soft-deprecate ModelV2.from_batch (in favor of ModelV2.__call__). (#19693) 2021-10-25 15:00:00 +02:00
gjoliver
9226f9bddc
[RLlib] Report timesteps_this_iter to Tune, so it can track/checkpoint/restore total timesteps trained. (#19264)
* Report timesteps_this_iter to Tune, so it can track/checkpoint/restore
total timesteps trained.

* Trigger Build

* lint
2021-10-12 16:03:41 +02:00
Sven Mika
ed85f59194
[RLlib] Unify all RLlib Trainer.train() -> results[info][learner][policy ID][learner_stats] and add structure tests. (#18879) 2021-09-30 16:39:05 +02:00
Sven Mika
839fc59224
[RLlib] CQL TensorFlow support (#15841) 2021-05-18 11:10:46 +02:00
Sven Mika
732197e23a
[RLlib] Multi-GPU for tf-DQN/PG/A2C. (#13393) 2021-03-08 15:41:27 +01:00
Sven Mika
8000258333
[RLlib] R2D2 Implementation. (#13933) 2021-02-25 12:18:11 +01:00
Chace Ashcraft
ebeee1d59a
[RLlib] Pytorch MAML fix for more than two workers with discrete actions (#13835) 2021-02-08 12:06:02 +01:00
Sven Mika
9423930bcc
[RLlib] MAML: Add cartpole mass test for PyTorch. (#13679) 2021-01-25 12:32:41 +01:00
Sven Mika
2e3655e8a9
[RLlib] Issue 9071 A3C w/ RNN not working due to VF assuming no RNN. (#13238) 2021-01-19 14:22:36 +01:00
Sven Mika
93c0a5549b
[RLlib] Deprecate vf_share_layers in top-level PPO/MAML/MB-MPO configs. (#13397) 2021-01-19 09:51:35 +01:00
Sven Mika
8726521604
[RLlib] JAXPolicy prep PR #2 (move get_activation_fn (backward-compatibly), minor fixes and preparations). (#13091) 2020-12-30 22:30:52 -05:00
Michael Luo
eae7a1f433
[RLLib] Readme.md Documentation for Almost All Algorithms in rllib/agents (#13035) 2020-12-29 18:45:55 -05:00
Sven Mika
99ae7bae05
[RLlib] JAXPolicy prep. PR #1. (#13077) 2020-12-26 20:14:18 -05:00
Michael Luo
59bc1e6c09
[RLLib] MAML extension for all models except RNNs (#11337) 2020-11-12 16:51:40 -08:00
Sven Mika
62c7ab5182
[RLlib] Trajectory view API: Enable by default for PPO, IMPALA, PG, A3C (tf and torch). (#11747) 2020-11-12 16:27:34 +01:00
Sven Mika
414041c6dd
[RLlib] Do not create env on driver iff num_workers > 0. (#11307) 2020-10-15 18:21:30 +02:00
Sven Mika
ce96b03b07
[RLlib] MB-MPO cleanup (comments, docstrings, type annotations). (#11033) 2020-10-06 20:28:16 +02:00
Michael Luo
47b499d899
Cartpole MAML + Discrete (#11028) 2020-10-02 12:56:34 +02:00
Michael Luo
8e613652af
[RLLib] MBMPO Fixes (#10296) 2020-09-09 09:34:34 +02:00
Sven Mika
ef18893fb5
[RLlib] PPO, APPO, and DD-PPO code cleanup. (#10420) 2020-09-02 14:03:01 +02:00
Michael Luo
4d7bd8c892
[RLlib] Implementation of "Model-based Meta Policy Optimization" (MB MPO) (#9409) 2020-08-02 18:12:09 +02:00
Michael Luo
94fcd43593
[rllib] MAML Transform (#9463)
* MAML Transform

* Moved Inner Adapt to Method in Execution Plan
2020-07-16 11:11:33 -07:00
Michael Luo
851d02463b
[Doc] RLlib Algorithms Documentation: MAML + PyTorch MAML (#9189) 2020-07-03 11:05:15 -07:00
Sven Mika
b4c0b942fe
[RLlib] Remove requirement for dataclasses in rllib (not supported in py3.5) (#9237) 2020-07-01 17:31:44 +02:00
Sven Mika
43043ee4d5
[RLlib] Tf2x preparation; part 2 (upgrading try_import_tf()). (#9136)
* WIP.

* Fixes.

* LINT.

* WIP.

* WIP.

* Fixes.

* Fixes.

* Fixes.

* Fixes.

* WIP.

* Fixes.

* Test

* Fix.

* Fixes and LINT.

* Fixes and LINT.

* LINT.
2020-06-30 10:13:20 +02:00
Michael Luo
cf0894d396
[rllib] MAML Agent (#8862)
* Halfway done with transferring MAML to new Ray

* MAML Beta Out

* Debugging MAML atm

* Distributed Execution

* Pendulum Mass Working

* All experiments complete

* Cleaned up codebase

* Travis CI

* Travis CI

* Tests

* Merged conflicts

* Fixed variance bug conflict

* Comment resolved

* Apply suggestions from code review

fixed test_maml

* Update rllib/agents/maml/tests/test_maml.py

* asdf

* Fix testing

Co-authored-by: Sven Mika <sven@anyscale.io>
2020-06-23 09:48:23 -07:00