Sven Mika
b5bc2b93c3
[RLlib] Move all remaining algos into algorithms directory. ( #25366 )
2022-06-04 07:35:24 +02:00
kourosh hakhamaneshi
3815e52a61
[RLlib] Agents to algos: DQN w/o Apex and R2D2, DDPG/TD3, SAC, SlateQ, QMIX, PG, Bandits ( #24896 )
2022-05-19 18:30:42 +02:00
Artur Niederfahrenhorst
fb2915d26a
[RLlib] Replay Buffer API and Ape-X. ( #24506 )
2022-05-17 13:43:49 +02:00
Sven Mika
25001f6d8d
[RLlib] APPO Training iteration fn. ( #24545 )
2022-05-17 10:31:07 +02:00
Max Pumperla
6a6c58b5b4
[RLlib] Config objects for DDPG and SimpleQ. ( #24339 )
2022-05-12 16:12:42 +02:00
Artur Niederfahrenhorst
8d906f9bf8
[RLlib] SAC with new Replay Buffer API. ( #24156 )
2022-05-09 14:33:02 +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
Sven Mika
f066180ed5
[RLlib] Deprecate timesteps_per_iteration config key (in favor of min_[sample|train]_timesteps_per_reporting. ( #24372 )
2022-05-02 12:51:14 +02:00
Artur Niederfahrenhorst
f7be409462
[RLlib] Training Iteration Function for SAC ( #24157 )
2022-04-26 12:37:54 +02:00
Fabian Witter
56bc90ca72
[RLlib] Remove Unnecessary List Conversion of Complex Observations in SAC Models (torch and tf). ( #24106 )
2022-04-25 11:21:34 +02:00
Artur Niederfahrenhorst
306853b5b8
[RLlib] Issue 22693: RNN-SAC fixes. ( #23814 )
2022-04-25 09:19:24 +02:00
Artur Niederfahrenhorst
e57ce7efd6
[RLlib] Replay Buffer API and Training Iteration Fn for DQN. ( #23420 )
2022-04-18 12:20:12 +02:00
Sven Mika
2eaa54bd76
[RLlib] POC: Config objects instead of dicts (PPO only). ( #23491 )
2022-03-31 18:26:12 +02:00
Artur Niederfahrenhorst
9a64bd4e9b
[RLlib] Simple-Q uses training iteration fn (instead of execution_plan); ReplayBuffer API for Simple-Q ( #22842 )
2022-03-29 14:44:40 +02:00
Siyuan (Ryans) Zhuang
0c74ecad12
[Lint] Cleanup incorrectly formatted strings (Part 1: RLLib). ( #23128 )
2022-03-15 17:34:21 +01:00
Avnish Narayan
740def0a13
[RLlib] Put env-checker on critical path. ( #22191 )
2022-02-17 14:06:14 +01:00
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
d5bfb7b7da
[RLlib] Preparatory PR for multi-agent multi-GPU learner (alpha-star style) #03 ( #21652 )
2022-01-25 14:16:58 +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
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
Jun Gong
2317c693cf
[RLlib] Use SampleBrach instead of input dict whenever possible ( #20746 )
2021-12-02 13:11:26 +01:00
Artur Niederfahrenhorst
d07e50e957
[RLlib] Replay buffer API (cleanups; docstrings; renames; move into rllib/execution/buffers dir) ( #20552 )
2021-11-19 11:57:37 +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
Sven Mika
2d24ef0d32
[RLlib] Add all simple learning tests as framework=tf2. ( #19273 )
...
* Unpin gym and deprecate pendulum v0
Many tests in rllib depended on pendulum v0,
however in gym 0.21, pendulum v0 was deprecated
in favor of pendulum v1. This may change reward
thresholds, so will have to potentially rerun
all of the pendulum v1 benchmarks, or use another
environment in favor. The same applies to frozen
lake v0 and frozen lake v1
Lastly, all of the RLlib tests and Tune tests have
been moved to python 3.7
* fix tune test_sampler::testSampleBoundsAx
* fix re-install ray for py3.7 tests
Co-authored-by: avnishn <avnishn@uw.edu>
2021-11-02 12:10:17 +01:00
Sven Mika
0b308719f8
[RLlib; Docs overhaul] Docstring cleanup: rllib/utils ( #19829 )
2021-11-01 21:46:02 +01:00
Sven Mika
9c73871da0
[RLlib; Docs overhaul] Docstring cleanup: Evaluation ( #19783 )
2021-10-29 12:03:56 +02:00
gjoliver
d81885c1f1
[RLlib] Fix all the CI tests that were broken by is_training and replay buffer changes; re-comment-in the failing RLlib tests ( #19809 )
...
* Fix DDPG, since it is based on GenericOffPolicyTrainer.
* Fix QMix, SAC, and MADDPA too.
* Undo QMix change.
* Fix DQN input batch type. Always use SampleBatch.
* apex ddpg should not use replay_buffer_config yet.
* Make eager tf policy to use SampleBatch.
* lint
* LINT.
* Re-enable RLlib broken tests to make sure things work ok now.
* fixes.
Co-authored-by: sven1977 <svenmika1977@gmail.com>
2021-10-28 18:06:47 +02:00
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
gjoliver
c3c42278e4
[RLlib] clean up all the SampleBatch['is_training'] deprecation warnings ( #19652 )
...
* [RLlib] clean up all the SampleBatch['is_training'] deprecation warnings.
* wip
2021-10-25 09:38:56 +02:00
Sven Mika
1f0646f658
[RLlib] Issue 18418: SAC w/ dict space not working. ( #19101 )
2021-10-06 09:05:50 +02:00
Sven Mika
b4300dd532
[RLlib] Issue 18812: Torch multi-GPU stats not protected against race conditions. ( #18937 )
2021-10-04 13:29:00 +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
9c9b482661
[RLlib] Allow n-step > 1 and prio. replay for R2D2 and RNNSAC. ( #18939 )
2021-09-29 21:31:34 +02:00
Sven Mika
ba1c489b79
[RLlib Testing] Lower --smoke-test "time_total_s" to make sure it doesn't time out. ( #18670 )
2021-09-16 18:22:23 +02:00
Sven Mika
8a00154038
[RLlib] Bump tf version in ML docker to tf==2.5.0; add tfp to ML-docker. ( #18544 )
2021-09-15 08:46:37 +02:00
Sven Mika
e3e6ed7aaa
[RLlib] Issues 17844, 18034: Fix n-step > 1 bug. ( #18358 )
2021-09-06 12:14:20 +02:00
Sven Mika
599e589481
[RLlib] Move existing fake multi-GPU learning tests into separate buildkite job. ( #18065 )
2021-08-31 14:56:53 +02:00
Sven Mika
4888d7c9af
[RLlib] Replay buffers: Add config option to store contents in checkpoints. ( #17999 )
2021-08-31 12:21:49 +02:00
Sven Mika
494ddd98c1
[RLlib] Replace "seq_lens" w/ SampleBatch.SEQ_LENS. ( #17928 )
2021-08-21 17:05:48 +02:00
Sven Mika
a428f10ebe
[RLlib] Add multi-GPU learning tests to nightly. ( #17778 )
2021-08-18 17:21:01 +02:00
Sven Mika
924f11cd45
[RLlib] Torch algos use now-framework-agnostic MultiGPUTrainOneStep execution op (~33% speedup for PPO-torch + GPU). ( #17371 )
2021-08-03 11:35:49 -04:00
Sven Mika
8a844ff840
[RLlib] Issues: 17397, 17425, 16715, 17174. When on driver, Torch|TFPolicy should not use ray.get_gpu_ids() (b/c no GPUs assigned by ray). ( #17444 )
2021-08-02 17:29:59 -04:00
Julius Frost
d7a5ec1830
[RLlib] SAC tuple observation space fix ( #17356 )
2021-07-28 12:39:28 -04:00
Sven Mika
90b21ce27e
[RLlib] De-flake 3 test cases; Fix config.simple_optimizer and SampleBatch.is_training warnings. ( #17321 )
2021-07-27 14:39:06 -04:00
ddworak94
fba8461663
[RLlib] Add RNN-SAC agent ( #16577 )
...
Shoutout to @ddworak94 :)
2021-07-25 10:04:52 -04:00
Julius Frost
0b1b6222bc
[rllib] Add merge_trainer_config arguments to trainer template ( #17160 )
2021-07-21 15:43:06 -07:00
Sven Mika
5a313ba3d6
[RLlib] Refactor: All tf static graph code should reside inside Policy class. ( #17169 )
2021-07-20 14:58:13 -04:00
Sven Mika
1fd0eb805e
[RLlib] Redo fix bug normalize vs unsquash actions (original PR made log-likelihood test flakey). ( #17014 )
2021-07-13 14:01:30 -04:00
Amog Kamsetty
bc33dc7e96
Revert "[RLlib] Fix bug in policy.py: normalize_actions=True has to call unsquash_action, not normalize_action." ( #17002 )
...
This reverts commit 7862dd64ea
2021-07-12 11:09:14 -07:00
