Commit graph

93 commits

Author SHA1 Message Date
Sven Mika
7ab19ddc32
[RLlib] MADDPG: Move into agents folder (from contrib) and use training_iteration method. (#24502) 2022-05-06 12:35:21 +02:00
Sven Mika
f54557073e
[RLlib] Remove execution_plan API code no longer needed. (#24501) 2022-05-06 12:29:53 +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
e57ce7efd6
[RLlib] Replay Buffer API and Training Iteration Fn for DQN. (#23420) 2022-04-18 12:20:12 +02:00
kourosh hakhamaneshi
c38a29573f
[RLlib] Removed deprecated code with error=True (#23916) 2022-04-15 13:51:12 +02:00
Eric Liang
1ff874e8e8
[spelling] Add linter rule for mis-capitalizations of RLLib -> RLlib (#23817) 2022-04-10 16:12:53 -07:00
Avnish Narayan
740def0a13
[RLlib] Put env-checker on critical path. (#22191) 2022-02-17 14:06:14 +01:00
Balaji Veeramani
abad268549
Comment fmt: off annotations (#21984)
Code formatting is disabled in several modules with the explanation
> [The module] ignores yapf because yapf doesn't allow comments right after code blocks,
but we put comments right after code blocks to prevent large white spaces
in the documentation.

Since we no longer use YAPF, it may be possible to re-enable code formatting on 
these modules. I've added "FIXME" comments requesting developers to check
whether code formatter appeasements are still necessary.
2022-02-09 22:12:11 -08:00
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
893536ebd9
[RLlib] Move bandits into main agents folder; Make RecSim adapter more accessible; (#21773) 2022-01-27 13:58:12 +01:00
Sven Mika
371fbb17e4
[RLlib] Make policies_to_train more flexible via callable option. (#20735) 2022-01-27 12:17:34 +01:00
Sven Mika
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
Sven Mika
60b2219d72
[RLlib] Allow for evaluation to run by timesteps (alternative to episodes) and add auto-setting to make sure train doesn't ever have to wait for eval (e.g. long episodes) to finish. (#20757) 2021-12-04 13:26:33 +01:00
Jun Gong
2317c693cf
[RLlib] Use SampleBrach instead of input dict whenever possible (#20746) 2021-12-02 13:11:26 +01:00
Sven Mika
49cd7ea6f9
[RLlib] Trainer sub-class PPO/DDPPO (instead of build_trainer()). (#20571) 2021-11-23 23:01:05 +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
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
Avnish Narayan
026bf01071
[RLlib] Upgrade gym version to 0.21 and deprecate pendulum-v0. (#19535)
* Fix QMix, SAC, and MADDPA too.

* 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 have
been moved to python 3.7

* Add gym installation based on python version.

Pin python<= 3.6 to gym 0.19 due to install
issues with atari roms in gym 0.20

* Reformatting

* Fixing tests

* Move atari-py install conditional to req.txt

* migrate to new ale install method

* Fix QMix, SAC, and MADDPA too.

* 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 have
been moved to python 3.7
* Add gym installation based on python version.

Pin python<= 3.6 to gym 0.19 due to install
issues with atari roms in gym 0.20

Move atari-py install conditional to req.txt

migrate to new ale install method

Make parametric_actions_cartpole return float32 actions/obs

Adding type conversions if obs/actions don't match space

Add utils to make elements match gym space dtypes

Co-authored-by: Jun Gong <jungong@anyscale.com>
Co-authored-by: sven1977 <svenmika1977@gmail.com>
2021-11-03 16:24:00 +01:00
Sven Mika
902e854af2
[RLlib; Docs overhaul] Docstring cleanup: Environments. (#19784)
* wip.

* Test: Make a change in tune to trigger tune tests, which are not run otherwise, but seem to fail nevertheless with this PR's changes.

* remove bare_metal_policy_with_custom_view_reqs from tests
2021-10-29 10:46:52 +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
Jiajun Yao
7588bfd315
[Lint] Add flake8-bugbear (#19053)
* Add flake8-bugbear

* Add flake8-bugbear
2021-10-03 23:24:11 -07:00
Sven Mika
ac3371a148
[RLlib] Discussion 3644: Fix bug for complex obs spaces containing Box([2D shape]) and discrete component. (#18917) 2021-09-30 16:39:38 +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
e3e6ed7aaa
[RLlib] Issues 17844, 18034: Fix n-step > 1 bug. (#18358) 2021-09-06 12:14:20 +02:00
Sven Mika
18d173b172
[RLlib] Implement policy_maps (multi-agent case) in RolloutWorkers as LRU caches. (#17031) 2021-07-19 13:16:03 -04:00
Sven Mika
a5831f9429
[RLlib] Fix bandit example scripts and add all scripts to CI testing suite. 2021-06-15 13:30:31 +02:00
mvindiola1
170366fbf1
[RLlib] contrib/MADDPG: Make get_weights and set_weights use dictionaries rather than lists. (#14903)
Co-authored-by: Manny Vindiola <manuel.m.vindiola.civ@mail.mil>
2021-05-04 13:26:39 +02:00
Yeachan-Heo
0552f6e886
[RLlib] Update alpha_zero_policy.py (#15042) 2021-05-04 13:20:24 +02:00
Sven Mika
8b3554e37e
[RLlib] Remove all (already soft-deprecated) SampleBatch.data from code. (#15335) 2021-04-15 19:19:51 +02:00
Sven Mika
69202c6a7d
[RLlib] Obsolete usage tracking dict via sample batch. (#13065) 2021-03-17 08:18:15 +01:00
Sven Mika
d001af3e59
[RLlib] Allow rllib rollout to run distributed via evaluation workers. (#13718) 2021-02-08 12:05:16 +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
99ae7bae05
[RLlib] JAXPolicy prep. PR #1. (#13077) 2020-12-26 20:14:18 -05:00
Sven Mika
e40b14d255
[RLlib] Batch-size for truncate_episode batch_mode should be confgurable in agent-steps (rather than env-steps), if needed. (#12420) 2020-12-08 16:41:45 -08:00
Sven Mika
99c81c6795
[RLlib] Attention Net prep PR #3. (#12450) 2020-12-07 13:08:17 +01:00
Sven Mika
19c8033df2
[RLlib] Fix most remaining RLlib algos for running with trajectory view API. (#12366)
* WIP.

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* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* LINT and fixes.
MB-MPO and MAML not working yet.

* wip

* update

* update

* rmeove

* remove dep

* higher

* Update requirements_rllib.txt

* Update requirements_rllib.txt

* relpos

* no mbmpo

Co-authored-by: Eric Liang <ekhliang@gmail.com>
2020-12-01 17:41:10 -08:00
Sven Mika
0df55a139c
[RLlib] Attention Net prep PR #1: Smaller cleanups. (#12447)
* WIP.

* Fix.

* Fix.

* Fix.
2020-11-27 16:25:47 -08:00
Eric Liang
9b8218aabd
[docs] Move all /latest links to /master (#11897)
* use master link

* remae

* revert non-ray

* more

* mre
2020-11-10 10:53:28 -08:00
Lara Codeca
e735add268
[RLlib] Integration with SUMO Simulator (#11710) 2020-11-03 09:45:03 +01:00
Sven Mika
d9f1874e34
[RLlib] Minor fixes (torch GPU bugs + some cleanup). (#11609) 2020-10-27 10:00:24 +01:00
Eric Liang
ecdaaffc67
add large data warning (#10957) 2020-09-23 15:46:06 -07:00
Sven Mika
28ab797cf5
[RLlib] Deprecate old classes, methods, functions, config keys (in prep for RLlib 1.0). (#10544) 2020-09-06 10:58:00 +02:00
Sven Mika
78dfed2683
[RLlib] Issue 8384: QMIX doesn't learn anything. (#9527) 2020-07-17 12:14:34 +02:00
Piotr Januszewski
155cc81e40
Clarify training intensity configuration docstring (#9244) (#9306) 2020-07-05 20:07:27 -07:00