Commit graph

46 commits

Author SHA1 Message Date
Sven Mika
e2be41b407
[RLlib] MARWIL + BC: Various fixes and enhancements. (#16218) 2021-06-03 22:29:00 +02:00
Sven Mika
f6302d81be
[RLlib] Discussion 2210: BC algo broken, if "advantages" missing in offline data. (#16019) 2021-05-25 08:47:17 +02:00
Sven Mika
eaa7f6696d
[RLlib] Issue 15887: MARWIL adv norm update mismatch for tf (static-graph) vs torch versions. (#15898) 2021-05-19 15:44:11 -07:00
Michael Luo
474f04e322
[RLlib] DDPG/TD3 + A3C/A2C + MARWIL/BC Annotation/Comments/Code Cleanup (#14707) 2021-05-19 16:32:29 +02:00
Sven Mika
839fc59224
[RLlib] CQL TensorFlow support (#15841) 2021-05-18 11:10:46 +02:00
Sven Mika
c4a3e1589b
[RLlib] CQL: Bug fixes and OPE example added to test and offline_rl.py example. (#15761) 2021-05-13 09:17:23 +02:00
Michael Luo
4cbe13cdfd
[RLlib] CQL loss fn fixes, MuJoCo + Pendulum benchmarks, offline-RL example script w/ json file. (#15603)
Co-authored-by: Sven Mika <sven@anyscale.io>
Co-authored-by: sven1977 <svenmika1977@gmail.com>
2021-05-04 19:06:19 +02:00
Sven Mika
bb8a286cbc
[RLlib] Support native tf.keras.Model (milestone toward obsoleting ModelV2 class). (#14684) 2021-04-27 10:44:54 +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
1bb70e4907
[RLlib] Issue 14523: Torch + py3.8 leads to GPU device error. (#15014) 2021-03-30 21:43:11 +02:00
Sven Mika
6708211b59
[RLlib] JSONReader: Mix files if > 1 at beginning (each worker should start with different file). (#14865) 2021-03-24 16:07:40 +01:00
Sven Mika
04bc0a9828
[RLlib] Remove all non-trajectory view API code. (#14860) 2021-03-23 09:50:18 -07:00
Sven Mika
69202c6a7d
[RLlib] Obsolete usage tracking dict via sample batch. (#13065) 2021-03-17 08:18:15 +01:00
Sven Mika
732197e23a
[RLlib] Multi-GPU for tf-DQN/PG/A2C. (#13393) 2021-03-08 15:41:27 +01:00
Sven Mika
eb0038612f
[RLlib] Extend on_learn_on_batch callback to allow for custom metrics to be added. (#13584) 2021-02-08 15:02:19 +01:00
Sven Mika
d629292d63
[RLlib] Add grad_clip config option to MARWIL and stabilize grad clipping against inf global_norms. (#13634) 2021-01-22 19:36:02 +01:00
Sven Mika
a65ee92b69
[RLlib] MARWIL loss function test case and cleanup. (#13455) 2021-01-19 09:51:05 +01:00
Sven Mika
c524f86785
[RLlib] BC/MARWIL/recurrent nets minor cleanups and bug fixes. (#13064) 2020-12-27 09:46:03 -05:00
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
0df55a139c
[RLlib] Attention Net prep PR #1: Smaller cleanups. (#12447)
* WIP.

* Fix.

* Fix.

* Fix.
2020-11-27 16:25:47 -08:00
Sven Mika
bfc4f95e01
[RLlib] Fix test_bc.py test case. (#11722)
* Fix large json test file.

* Fix large json test file.

* WIP.
2020-10-31 00:16:09 -07:00
Sven Mika
ce96b03b07
[RLlib] MB-MPO cleanup (comments, docstrings, type annotations). (#11033) 2020-10-06 20:28:16 +02:00
Eric Liang
ecdaaffc67
add large data warning (#10957) 2020-09-23 15:46:06 -07:00
Julius Frost
e72838c03d
[RLLib] Add missing .to() for MARWIL on PyTorch (#10685)
There was a missing .to() that caused a device mismatch error on PyTorch with MARWIL.
2020-09-09 18:52:55 -07:00
Sven Mika
4b278c36fc
[RLlib] Behavioral Cloning (from MARWIL). (#10619) 2020-09-09 17:33:21 +02:00
Barak Michener
8e76796fd0
ci: Redo format.sh --all script & backfill lint fixes (#9956) 2020-08-07 16:49:49 -07:00
Sven Mika
617eb8f279
[RLlib] Issue 9402 MARWIL producing nan rewards. (#9429) 2020-07-14 05:07:16 +02:00
Sven Mika
fcdf410ae1
[RLlib] Tf2.x native. (#8752) 2020-07-11 22:06:35 +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
Sven Mika
4fd8977eaf
[RLlib] Minor cleanup in preparation to tf2.x support. (#9130)
* WIP.

* Fixes.

* LINT.

* Fixes.

* Fixes and LINT.

* WIP.
2020-06-25 19:01:32 +02:00
Sven Mika
7008902cff
[RLlib] Minor rllib.utils cleanup. (#8932) 2020-06-16 08:52:20 +02:00
Sven Mika
4ed796a7d6
[RLlib] Add testing Policy.compute_single_action() for all agents. (#8903) 2020-06-13 17:51:50 +02:00
Sven Mika
2746fc0476
[RLlib] Auto-framework, retire use_pytorch in favor of framework=... (#8520) 2020-05-27 16:19:13 +02:00
Eric Liang
9a83908c46
[rllib] Deprecate policy optimizers (#8345) 2020-05-21 10:16:18 -07:00
Sven Mika
754290daad
[RLlib] Add light-weight Trainer.compute_action() tests for all Algos. (#8356) 2020-05-08 16:31:31 +02:00
Sven Mika
c2cb5c2214
[RLlib] MARWIL torch. (#7836)
* WIP.

* WIP.

* LINT.

* Fix MARWIL so it can run with eager-mode.

* LINT.
2020-04-06 16:38:50 -07:00
roireshef
3c60caa448
[rllib] implemented compute_advantages without gae (#6941) 2020-01-31 22:25:45 -08:00
Jaroslaw Rzepecki
67319bc887
[RLlib] Update MARWIL to use tf policy template (#6975)
* update MARWIL to use tf policy template

* formatting fixes
2020-01-31 12:57:52 -08:00
Sven Mika
303547f119 [RLlib] Policy-classes cleanup and torch/tf unification. (#6770) 2020-01-17 22:26:28 -08:00
Sven Mika
e6227082bd [RLlib] Add torch flag to train.py (#6807) 2020-01-17 18:48:44 -08:00
Sven
60d4d5e1aa Remove future imports (#6724)
* Remove all __future__ imports from RLlib.

* Remove (object) again from tf_run_builder.py::TFRunBuilder.

* Fix 2xLINT warnings.

* Fix broken appo_policy import (must be appo_tf_policy)

* Remove future imports from all other ray files (not just RLlib).

* Remove future imports from all other ray files (not just RLlib).

* Remove future import blocks that contain `unicode_literals` as well.
Revert appo_tf_policy.py to appo_policy.py (belongs to another PR).

* Add two empty lines before Schedule class.

* Put back __future__ imports into determine_tests_to_run.py. Fails otherwise on a py2/print related error.
2020-01-09 00:15:48 -08:00
Robert Nishihara
39a3459886 Remove (object) from class declarations. (#6658) 2020-01-02 17:42:13 -08:00
Eric Liang
a1d2e17623
[rllib] Autoregressive action distributions (#5304) 2019-08-10 14:05:12 -07:00
Matthew A. Wright
e3c9f7e83a Custom action distributions (#5164)
* custom action dist wip

* Test case for custom action dist

* ActionDistribution.get_parameter_shape_for_action_space pattern

* Edit exception message to also suggest using a custom action distribution

* Clean up ModelCatalog.get_action_dist

* Pass model config to ActionDistribution constructors

* Update custom action distribution test case

* Name fix

* Autoformatter

* parameter shape static methods for torch distributions

* Fix docstring

* Generalize fake array for graph initialization

* Fix action dist constructors

* Correct parameter shape static methods for multicategorical and gaussian

* Make suggested changes to custom action dist's

* Correct instances of not passing model config to action dist

* Autoformatter

* fix tuple distribution constructor

* bugfix
2019-08-06 11:13:16 -07:00
Eric Liang
5d7afe8092
[rllib] Try moving RLlib to top level dir (#5324) 2019-08-05 23:25:49 -07:00