Jun Gong
62b91cbec0
[docs][rllib] Documentation for connectors. ( #27528 )
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Co-authored-by: Kourosh Hakhamaneshi <kourosh@anyscale.com>
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2022-08-19 14:35:07 -07:00
Charles Sun
edde905741
[RLlib] Add Decision Transformer (DT) ( #27890 )
2022-08-17 13:49:13 -07:00
Artur Niederfahrenhorst
f7b4c5a7ec
[RLlib] Remove unneeded args from offline learning examples. ( #26666 )
2022-08-17 17:59:27 +02:00
Sven Mika
436c89ba1a
[RLlib] Eval workers use async req manager. ( #27390 )
2022-08-16 12:05:55 +02:00
Artur Niederfahrenhorst
0dceddb912
[RLlib] Move learning_starts logic from buffers into training_step(). ( #26032 )
2022-08-11 13:07:30 +02:00
kourosh hakhamaneshi
4607e788c1
[RLlib] Fix test_ope flakiness ( #27676 )
2022-08-09 16:12:30 -07:00
kourosh hakhamaneshi
3b3c20209b
[RLlib] Fix dqn reproducibility ( #27459 )
2022-08-09 15:56:44 -07:00
Jun Gong
a61095a480
[RLlib] fix bandit pre-merge tests ( #27554 )
2022-08-07 17:48:29 -07:00
Jun Gong
5f07987ab1
[RLlib] Fix connector examples ( #27583 )
2022-08-07 17:48:09 -07:00
Rohan Potdar
5b6a58ed28
[RLlib] Add OPE Learning Tests ( #27154 )
2022-08-02 17:51:38 -07:00
Kai Fricke
1d3c167bfe
[rllib/release] Fix rllib connect test with Tuner() API ( #27155 )
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Currently failing because the Tune framework example does not return fitting results.
Signed-off-by: Kai Fricke <kai@anyscale.com>
2022-07-28 11:08:02 +01:00
Malinda
1d789aee63
[RLlib/Serve/Release tests] Few code refactoring for better use of efficient NumPy functions. ( #26284 )
2022-07-27 22:38:35 +02:00
Jun Gong
acf2bf9b2f
[RLlib] Get rid of all these deprecation warnings. ( #27085 )
2022-07-27 10:48:54 -07:00
xwjiang2010
fcf897ee72
[air] update rllib example to use Tuner API. ( #26987 )
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update rllib example to use Tuner API.
Signed-off-by: xwjiang2010 <xwjiang2010@gmail.com>
2022-07-27 12:12:59 +01:00
Jun Gong
c7ae787cc8
[RLlib] Beef up worker failure test. ( #26953 )
2022-07-27 00:10:45 -07:00
Artur Niederfahrenhorst
b1594260ba
[RLlib] Small SlateQ example fix. ( #26948 )
2022-07-25 15:12:42 +02:00
Jun Gong
6b6d3017ba
[RLlib] more connector polishes and fixes. ( #26645 )
2022-07-19 08:50:28 -07:00
Sven Mika
4aea24c8a8
[RLlib] restart_failed_sub_environments now works for MA cases and crashes during reset(); +more tests and logging; add eval worker sub-env fault tolerance test. ( #26276 )
2022-07-15 08:55:14 +02:00
Jun Gong
104407a6e5
[RLlib] Fix all the erroneous on_trainer_init warning. ( #26433 )
2022-07-13 18:56:01 +02:00
Jun Gong
b383d987d1
[RLlib] Fix a bunch of issues related to connectors. ( #26510 )
2022-07-13 18:55:20 +02:00
Jun Gong
0c469e490e
[RLlib] Checkpoint and restore connectors. ( #26253 )
2022-07-09 01:06:24 -07:00
Kai Fricke
e1a7efe148
[tune] Use Checkpoint.to_bytes() for store_to_object ( #25805 )
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We currently use our own serialization to ship checkpoints as objects. Instead we should use the Checkpoint class. This PR also adds support to create results from checkpoints pointing to object references.
Depends on #26351
Signed-off-by: Kai Fricke <kai@anyscale.com>
2022-07-08 18:01:20 +01:00
Kai Fricke
0959f44b6f
[tune/structure] Introduce execution package ( #26015 )
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Execution-specific packages are moved to tune.execution.
Co-authored-by: Xiaowei Jiang <xwjiang2010@gmail.com>
2022-06-23 11:13:19 +01:00
Sven Mika
96693055bd
[RLlib] More Trainer -> Algorithm renaming cleanups. ( #25869 )
2022-06-20 15:54:00 +02:00
Artur Niederfahrenhorst
f34cd2fd8f
[RLlib] Take replay buffer api example out of GPU examples. ( #25841 )
2022-06-16 19:12:38 +02:00
Yi Cheng
7b8b0f8e03
Revert "[RLlib] Remove execution plan code no longer used by RLlib. ( #25624 )" ( #25776 )
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This reverts commit 804719876b
2022-06-14 13:59:15 -07:00
Avnish Narayan
804719876b
[RLlib] Remove execution plan code no longer used by RLlib. ( #25624 )
2022-06-14 10:57:27 +02:00
Sven Mika
130b7eeaba
[RLlib] Trainer to Algorithm renaming. ( #25539 )
2022-06-11 15:10:39 +02:00
Sven Mika
7c39aa5fac
[RLlib] Trainer.training_iteration -> Trainer.training_step; Iterations vs reportings: Clarification of terms. ( #25076 )
2022-06-10 17:09:18 +02:00
Artur Niederfahrenhorst
94d6c212df
[RLlib] Replay Buffer API documentation. ( #24683 )
2022-06-10 16:47:51 +02:00
Kai Fricke
8affbc7be6
[tune/train] Consolidate checkpoint manager 3: Ray Tune ( #24430 )
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**Update**: This PR is now part 3 of a three PR group to consolidate the checkpoints.
1. Part 1 adds the common checkpoint management class #24771
2. Part 2 adds the integration for Ray Train #24772
3. This PR builds on #24772 and includes all changes. It moves the Ray Tune integration to use the new common checkpoint manager class.
Old PR description:
This PR consolidates the Ray Train and Tune checkpoint managers. These concepts previously did something very similar but in different modules. To simplify maintenance in the future, we've consolidated the common core.
- This PR keeps full compatibility with the previous interfaces and implementations. This means that for now, Train and Tune will have separate CheckpointManagers that both extend the common core
- This PR prepares Tune to move to a CheckpointStrategy object
- In follow-up PRs, we can further unify interfacing with the common core, possibly removing any train- or tune-specific adjustments (e.g. moving to setup on init rather on runtime for Ray Train)
Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
2022-06-08 12:05:34 +01:00
Rohan Potdar
a9d8da0100
[RLlib]: Doubly Robust Off-Policy Evaluation. ( #25056 )
2022-06-07 12:52:19 +02:00
Artur Niederfahrenhorst
5133978adc
[RLlib] PG policy subclassing conversion. ( #25288 )
2022-06-06 13:07:47 +02:00
Sven Mika
b5bc2b93c3
[RLlib] Move all remaining algos into algorithms directory. ( #25366 )
2022-06-04 07:35:24 +02:00
Yi Cheng
fd0f967d2e
Revert "[RLlib] Move (A/DD)?PPO and IMPALA algos to algorithms dir and rename policy and trainer classes. ( #25346 )" ( #25420 )
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This reverts commit e4ceae19ef#25346
linux://python/ray/tests:test_client_library_integration never fail before this PR.
In the CI of the reverted PR, it also fails (https://buildkite.com/ray-project/ray-builders-pr/builds/34079#01812442-c541-4145-af22-2a012655c128 ). So high likely it's because of this PR.
And test output failure seems related as well (https://buildkite.com/ray-project/ray-builders-branch/builds/7923#018125c2-4812-4ead-a42f-7fddb344105b )
2022-06-02 20:38:44 -07:00
Sven Mika
e4ceae19ef
[RLlib] Move (A/DD)?PPO and IMPALA algos to algorithms dir and rename policy and trainer classes. ( #25346 )
2022-06-02 16:47:05 +02:00
Eric Liang
905258dbc1
Clean up docstyle in python modules and add LINT rule ( #25272 )
2022-06-01 11:27:54 -07:00
Sven Mika
d95009a3ac
[RLlib] Vectorized envs: Gracefully handle sub-environments failing by restarting them (if configured so). ( #24967 )
2022-05-28 10:50:03 +02:00
Sven Mika
163fa81976
[RLlib] Discussion 6060 and 5120: auto-infer different agents' spaces in multi-agent env. ( #24649 )
2022-05-27 14:56:24 +02:00
Rohan Potdar
ab81c8e9ca
[RLlib]: Rename input_evaluation to off_policy_estimation_methods. ( #25107 )
2022-05-27 13:14:54 +02:00
Jun Gong
eaf9c941ae
[RLlib] Migrate PPO Impala and APPO policies to use sub-classing implementation. ( #25117 )
2022-05-25 14:38:03 +02:00
Artur Niederfahrenhorst
d76ef9add5
[RLLib] Fix RNNSAC example failing on CI + fixes for recurrent models for other Q Learning Algos. ( #24923 )
2022-05-24 14:39:43 +02:00
Sven Mika
09886d7ab8
[RLlib] Upgrade gym 0.23 ( #24171 )
2022-05-23 08:18:44 +02:00
Steven Morad
501d932449
[RLlib] SAC, RNNSAC, and CQL TrainerConfig objects ( #25059 )
2022-05-22 19:58:47 +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
Sven Mika
8f50087908
[RLlib] AlphaZero uses training_iteration API. ( #24507 )
2022-05-18 09:58:25 +02:00
Jun Gong
dea134a472
[RLlib] Clean up Policy mixins. ( #24746 )
2022-05-17 17:16:08 +02:00
Artur Niederfahrenhorst
fb2915d26a
[RLlib] Replay Buffer API and Ape-X. ( #24506 )
2022-05-17 13:43:49 +02:00
Jun Gong
68a9a33386
[RLlib] Retry agents -> algorithms. with proper doc changes this time. ( #24797 )
2022-05-16 09:45:32 +02:00
Simon Mo
9f23affdc0
[Hotfix] Unbreak lint in master ( #24794 )
2022-05-13 15:05:05 -07:00
