Sven Mika
92f030331e
[RLlib] Initial code/comment cleanups in preparation for decentralized multi-agent learner. ( #21420 )
2022-01-10 11:22:55 +01:00
Matti Picus
5aef1e1708
remove deprecated unittest aliases ( #21455 )
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In a [recent review](https://discuss.python.org/t/experience-with-python-3-11-in-fedora/12911 ) of the experience of the Fedora team porting packages to the upcoming python 3.11, they remarked that most of the work was in removing deprecated aliases in unittest. I came across a few of these when looking at unrelated test failures, the DeprecationWarnings caught my eye. So a made a quick sweep of the code, using `git grep` to find occurances of the deprecated aliases:
old | new
---|---
assertEquals | assertEqual
assertNotEquals | assertNotEqual
assertRaisesRegexp | assertRaisesRegex
2022-01-09 20:29:54 -08:00
Sven Mika
bec719d823
[RLlib] Trainer sub-class IMPALA (instead of using build_trainer()). ( #20570 )
2021-11-30 19:08:36 +01:00
Sven Mika
49cd7ea6f9
[RLlib] Trainer sub-class PPO/DDPPO (instead of build_trainer()). ( #20571 )
2021-11-23 23:01:05 +01:00
Sven Mika
a931076f59
[RLlib] Tf2 + eager-tracing same speed as framework=tf; Add more test coverage for tf2+tracing. ( #19981 )
2021-11-05 16:10:00 +01:00
Sven Mika
e6ae08f416
[RLlib] Optionally don't drop last ts in v-trace calculations (APPO and IMPALA). ( #19601 )
2021-11-03 10:01:34 +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
0b308719f8
[RLlib; Docs overhaul] Docstring cleanup: rllib/utils ( #19829 )
2021-11-01 21:46:02 +01:00
gjoliver
99a0088233
[RLlib] Unify the way we create local replay buffer for all agents ( #19627 )
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* [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 )
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* 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
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
b99943806e
[RLlib] Add support for IMPALA to handle more than one loss/optimizer (analogous to recent enhancement for APPO). ( #18971 )
2021-09-29 21:30:04 +02:00
Sven Mika
698b4eeed3
[RLlib] POC: Separate losses for APPO/IMPALA. Enable TFPolicy to handle multiple optimizers/losses (like TorchPolicy). ( #18669 )
2021-09-21 22:00:14 +02:00
Sven Mika
3803e796ff
[RLlib] Multi-GPU learner thread (IMPALA) error messages/comments/code-cleanup. ( #18540 )
2021-09-13 19:27:53 +02:00
Sven Mika
ea4a22249c
[RLlib] Add simple action-masking example script/env/model (tf and torch). ( #18494 )
2021-09-11 23:08:09 +02:00
Sven Mika
ba58f5edb1
[RLlib] Strictly run evaluation_num_episodes episodes each evaluation run (no matter the other eval config settings). ( #18335 )
2021-09-05 15:37:05 +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
494ddd98c1
[RLlib] Replace "seq_lens" w/ SampleBatch.SEQ_LENS. ( #17928 )
2021-08-21 17:05:48 +02:00
Sven Mika
5107d16ae5
[RLlib] Add @Deprecated decorator to simplify/unify deprecation of classes, methods, functions. ( #17530 )
2021-08-03 18:30:02 -04:00
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
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
18d173b172
[RLlib] Implement policy_maps (multi-agent case) in RolloutWorkers as LRU caches. ( #17031 )
2021-07-19 13:16:03 -04:00
Sven Mika
169ddabae7
[RLlib] Issue 15973: Trainer.with_updates(validate_config=...) behaves confusingly. ( #16429 )
2021-06-19 22:42:00 +02:00
Sven Mika
839fc59224
[RLlib] CQL TensorFlow support ( #15841 )
2021-05-18 11:10:46 +02:00
Sven Mika
78b776942f
[RLlib] Discussion 1928: Initial lr wrong if schedule used that includes ts=0 (both tf and torch). ( #15538 )
2021-04-27 17:19:52 +02:00
Sven Mika
bdda73e2dd
[RLlib] Torch multi-GPU bug fixes (discussion 1755). ( #15421 )
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Thanks a lot @Bam4d for raising this and your help on fixing the worker GPU issue for torch!
2021-04-22 11:29:42 +02:00
Fabien Couthouis
fe06642df0
[RLlib] Report mean losses instead of sum in IMPALA (discussion 1709) ( #15427 )
2021-04-21 10:59:06 +02:00
Sven Mika
c90de315e5
[RLlib] APEX returns incorrect default resources (PleacementGroupFactory) colocated missing replay actors. ( #15295 )
2021-04-15 16:50:42 +01:00
Sven Mika
ef0f163d16
[RLlib] Discussion 1709: IMPALA (tf and torch) reports sum of entropy (over batch) in stats. Should report mean instead. ( #15290 )
2021-04-14 11:44:25 +02:00
Sven Mika
c3a15ecc0f
[RLlib] Issue #13802 : Enhance metrics for multiagent->count_steps_by=agent_steps setting. ( #14033 )
2021-03-18 20:27:41 +01:00
Sven Mika
69202c6a7d
[RLlib] Obsolete usage tracking dict via sample batch. ( #13065 )
2021-03-17 08:18:15 +01:00
Sven Mika
ef944bc5f0
[RLlib] Re-enable placement group support for RLlib. ( #14384 )
2021-03-05 08:16:24 +01:00
Eric Liang
9db000ff2c
Auto report object store memory usage; remove some deprecated code ( #14260 )
2021-03-01 13:19:44 -08:00
Richard Liaw
a2d2275ee1
Revert "[RLlib + Tune] Add placement group support to RLlib. ( #14289 )" ( #14360 )
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This reverts commit 6cd0cd3bd9
2021-02-25 14:27:35 -08:00
Sven Mika
6cd0cd3bd9
[RLlib + Tune] Add placement group support to RLlib. ( #14289 )
2021-02-25 16:01:31 +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
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
Corey Lowman
668ea0bc26
Fix typo RMSProp -> RMSprop ( #13063 )
2020-12-23 13:37:46 -08:00
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
19c8033df2
[RLlib] Fix most remaining RLlib algos for running with trajectory view API. ( #12366 )
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* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* WIP.
* 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
592c161032
[RLlib] Issue 12118: LSTM prev-a/r should be separately configurable. Fix missing prev-a one-hot encoding. ( #12397 )
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* WIP.
* Fix and LINT.
2020-11-25 11:27:46 -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
d9f1874e34
[RLlib] Minor fixes (torch GPU bugs + some cleanup). ( #11609 )
2020-10-27 10:00:24 +01:00
Sven Mika
805dad3bc4
[RLlib] SAC algo cleanup. ( #10825 )
2020-09-20 11:27:02 +02:00
Sven Mika
ef18893fb5
[RLlib] PPO, APPO, and DD-PPO code cleanup. ( #10420 )
2020-09-02 14:03:01 +02:00
Barak Michener
8e76796fd0
ci: Redo format.sh --all script & backfill lint fixes ( #9956 )
2020-08-07 16:49:49 -07:00
