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32 Commits

Author SHA1 Message Date
Sven Mika a5318961de [RLlib] Preprocessor fixes (multi-discrete) and tests. (#13083) 2020-12-26 20:14:36 -05:00
Sven Mika 99ae7bae05 [RLlib] JAXPolicy prep. PR #1. (#13077) 2020-12-26 20:14:18 -05:00
Sven Mika b2bcab711d [RLlib] Attention Nets: tf (#12753) 2020-12-20 20:22:32 -05:00
Sven Mika 99c81c6795 [RLlib] Attention Net prep PR #3. (#12450) 2020-12-07 13:08:17 +01:00
Sven Mika 3ad9365e1d [RLlib] Attention Net prep PR #2: Smaller cleanups. (#12449) 2020-12-01 08:21:45 +01:00
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 d9f1874e34 [RLlib] Minor fixes (torch GPU bugs + some cleanup). (#11609) 2020-10-27 10:00:24 +01:00
Sven Mika 36bda8432b [RLlib] Trajectory view API: Simple List Collector (on by default for PPO); LSTM-agnostic (#11056) 2020-10-01 16:57:10 +02:00
Sven Mika 805dad3bc4 [RLlib] SAC algo cleanup. (#10825) 2020-09-20 11:27:02 +02:00
Sven Mika e968b52cb7 [RLlib] Trajectory view API - 03 Fast LSTM + prev actions/rewards (#9950) 2020-08-21 12:35:16 +02:00
Sven Mika 2256047876 [RLlib] Rename rllib.utils.types into typing to match built-in python module's name. (#10114) 2020-08-15 13:24:22 +02:00
Sven Mika 57690a3a9f [RLlib] Trajectory view API - 02 actual API scaffold (#9753) 2020-08-06 10:54:20 +02:00
Eric Liang 590943a499 [rllib] Type annotations for model classes (#9646) 2020-07-24 12:01:46 -07:00
Sven Mika 03ab86567f [RLlib] Layout of Trajectory View API (new class: Trajectory; not used yet). (#9269) 2020-07-14 04:27:49 +02:00
Sven Mika 01125b8fcf [RLlib] DQN rainbow eager-mode (keras style NoisyLayer) (preparation for native tf2.x support). (#9304) 2020-07-09 10:44:10 +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 0d37103f84 [RLlib] Prototype: Model Trajectory View API, part 0 (#9171) 2020-06-30 05:33:19 +02:00
Sven Mika 5c6d5d4ab1 This PR fixes the currently broken lstm_use_prev_action_reward flag for default lstm models (model.use_lstm=True). (#8970) 2020-06-27 20:50:01 +02:00
Eric Liang 34bae27ac7 [rllib] Flexible multi-agent replay modes and replay_sequence_length (#8893) 2020-06-12 20:17:27 -07:00
Eric Liang be26a7b1b0 [rllib] Support for complex / variable-length observation spaces (#8393) 2020-06-06 12:22:19 +02:00
Eric Liang baadbdf8d4 [rllib] Execute PPO using training workflow (#8206) 
* wip

* add kl

* kl

* works now

* doc update

* reorg

* add ddppo

* add stats

* fix fetch

* comment

* fix learner stat regression

* test fixes

* fix test
 2020-04-30 01:18:09 -07:00
Sven Mika bf25aee392 [RLlib] Deprecate all Model(v1) usage. (#8146) 
Deprecate all Model(v1) usage.
 2020-04-29 12:12:59 +02:00
Sven Mika 1b31c11806 [RLlib] DDPG re-factor to fit into RLlib's functional algorithm builder API. (#7934) 2020-04-09 14:04:21 -07:00
Sven Mika 22ccc43670 [RLlib] DQN torch version. (#7597) 
* Fix.

* Rollback.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* WIP.

* Fix.

* Fix.

* Fix.

* Fix.

* Fix.

* WIP.

* WIP.

* Fix.

* Test case fixes.

* Test case fixes and LINT.

* Test case fixes and LINT.

* Rollback.

* WIP.

* WIP.

* Test case fixes.

* Fix.

* Fix.

* Fix.

* Add regression test for DQN w/ param noise.

* Fixes and LINT.

* Fixes and LINT.

* Fixes and LINT.

* Fixes and LINT.

* Fixes and LINT.

* Comment

* Regression test case.

* WIP.

* WIP.

* LINT.

* LINT.

* WIP.

* Fix.

* Fix.

* Fix.

* LINT.

* Fix (SAC does currently not support eager).

* Fix.

* WIP.

* LINT.

* Update rllib/evaluation/sampler.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* Update rllib/evaluation/sampler.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* Update rllib/utils/exploration/exploration.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* Update rllib/utils/exploration/exploration.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* WIP.

* WIP.

* Fix.

* LINT.

* LINT.

* Fix and LINT.

* WIP.

* WIP.

* WIP.

* WIP.

* Fix.

* LINT.

* Fix.

* Fix and LINT.

* Update rllib/utils/exploration/exploration.py

* Update rllib/policy/dynamic_tf_policy.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* Update rllib/policy/dynamic_tf_policy.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* Update rllib/policy/dynamic_tf_policy.py

Co-Authored-By: Eric Liang <ekhliang@gmail.com>

* Fixes.

* WIP.

* LINT.

* Fixes and LINT.

* LINT and fixes.

* LINT.

* Move action_dist back into torch extra_action_out_fn and LINT.

* Working SimpleQ learning cartpole on both torch AND tf.

* Working Rainbow learning cartpole on tf.

* Working Rainbow learning cartpole on tf.

* WIP.

* LINT.

* LINT.

* Update docs and add torch to APEX test.

* LINT.

* Fix.

* LINT.

* Fix.

* Fix.

* Fix and docstrings.

* Fix broken RLlib tests in master.

* Split BAZEL learning tests into cartpole and pendulum (reached the 60min barrier).

* Fix error_outputs option in BAZEL for RLlib regression tests.

* Fix.

* Tune param-noise tests.

* LINT.

* Fix.

* Fix.

* test

* test

* test

* Fix.

* Fix.

* WIP.

* WIP.

* WIP.

* WIP.

* LINT.

* WIP.

Co-authored-by: Eric Liang <ekhliang@gmail.com>
 2020-04-06 11:56:16 -07:00
Sven Mika 66df8b8c35 [RLlib] Working/learning example: PPO + torch + LSTM. (#7797) 2020-03-31 22:00:28 -07:00
Sven Mika 1138f2ebed [RLlib] Issue 7046 cannot restore keras model from h5 file. (#7482) 2020-03-23 12:19:30 -07:00
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 fb3b232c0e [rllib] Properly flatten 2-d observations as input to FCnet (#5733) 2019-09-19 12:10:31 -07:00
Eric Liang 1455a19c85 Consolidate and clean up documentation (#5645) 2019-09-07 11:50:18 -07:00
gehring b520f6141e [rllib] Adds eager support with a generic TFEagerPolicy class (#5436) 2019-08-23 14:21:11 +08:00
Eric Liang 5d7afe8092 [rllib] Try moving RLlib to top level dir (#5324) 2019-08-05 23:25:49 -07:00