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343 commits

Author SHA1 Message Date
Eric Liang
93a9d32288
[docs] Switch docs to use rllib train instead of train.py 2018-12-04 17:36:06 -08:00
Eric Liang
ce355d13d4
[rllib] Allow envs to be auto-registered; add on_train_result callback with curriculum example (#3451) 
* train step and docs

* debug

* doc

* doc

* fix examples

* fix code

* integration test

* fix

* ...

* space

* instance

* Update .travis.yml

* fix test
 2018-12-03 23:15:43 -08:00
Eric Liang
d8205976e8
[rllib] Auto clip actions to Box space range; deprecate squash_to_range (#3426) 
* fix clip

* tweak wording

* remove squash entirely

* Update rllib-models.rst

* fix argument order

* Apply suggestions from code review

Co-Authored-By: ericl <ekhliang@gmail.com>
 2018-12-03 19:55:25 -08:00
Eric Liang
13c8ce4d84 Update README.rst with 0.6.0 version number. (#3453) 2018-12-01 19:16:45 -08:00
Devin Petersohn
57512616e1 Update readme to contain logo (#3443) 
* Adding logo to readme

* Updating link

* Add badge

* Addressing comments

* Moving logo

* Change align

* Move image
 2018-11-30 18:28:35 -08:00
GiliR4t1qbit
454d3aa07d [docs] Snippet did not have a code-block tag above it (#3442) 2018-11-30 16:39:40 -08:00
Eric Liang
07d8cbf414
[rllib] Support batch norm layers (#3369) 
* batch norm

* lint

* fix dqn/ddpg update ops

* bn model

* Update tf_policy_graph.py

* Update multi_gpu_impl.py

* Apply suggestions from code review

Co-Authored-By: ericl <ekhliang@gmail.com>
 2018-11-29 13:33:39 -08:00
Robert Nishihara
82863b5251
[autoscaler] Update autoscaler to use heartbeat batches. (#3409) 2018-11-27 23:46:27 -08:00
Eric Liang
f0df97db6f
[rllib] example and docs on how to use parametric actions with DQN / PG algorithms (#3384) 2018-11-27 23:35:19 -08:00
Eric Liang
0d56fc10cc Move setproctitle to ray[debug] package (#3415) 2018-11-27 09:50:59 -08:00
Eric Liang
8b76bab25c
[rllib] docs for td3 (#3381) 
* td3 doc

* Update rllib-env.rst
 2018-11-22 13:36:47 -08:00
Richard Liaw
c24d87b4d1 [autoscaler] Submit command (#3312) 2018-11-20 14:03:34 -08:00
Eric Liang
abdc3b592e
[rllib] Update multi-gpu impala numbers (#3327) 2018-11-19 20:55:27 -08:00
Eric Liang
61e3bbbfee
Update stale example links 2018-11-17 15:40:38 -08:00
Robert Nishihara
98edf752a9 Note requirement cython==0.27.3 in installation instructions. (#3322) 2018-11-15 15:27:19 -08:00
Eric Liang
706dc1d473
[rllib] Add test for multi-agent support and fix IMPALA multi-agent (#3289) 
IMPALA support for multiagent was broken since IMPALA has a requirement that batch sizes be of a certain length. However multi-agent envs can create variable-length batches.

Fix this by adding zero-padding as needed (similar to the RNN case).
 2018-11-14 14:14:07 -08:00
Eric Liang
65c27c70cf [rllib] Clean up agent resource configurations (#3296) 
Closes #3284
 2018-11-13 18:00:03 -08:00
Philipp Moritz
d4fad222e1 Update profiling instructions for raylet (#3311) 2018-11-13 17:48:33 -05:00
Richard Liaw
c3a2c7ebed [tune] Doc: Autofilled, StatusReporter (#3294) 
* autofill and revise doc page for things

* lint

* comments
 2018-11-13 13:15:56 -08:00
Eric Liang
d90f365394 [rllib] Add self-supervised loss to model (#3291) 
# What do these changes do?

Allow self-supervised losses to be easily defined in custom models. Add this to the reference policy graphs.
 2018-11-12 18:55:24 -08:00
Eric Liang
bd0dbde149
[rllib] Rename ServingEnv => ExternalEnv (#3302) 2018-11-12 16:31:27 -08:00
Eric Liang
53489d2f85
[sgd] Document and add simple MNIST example (#3236) 2018-11-10 21:52:20 -08:00
Eric Liang
9dd3eedbac [rllib] rollout.py should reduce num workers (#3263) 
## What do these changes do?

Don't create an excessive amount of workers for rollout.py, and also fix up the env wrapping to be consistent with the internal agent wrapper.

## Related issue number

Closes #3260.
 2018-11-09 12:29:16 -08:00
Richard Liaw
22113be04c
[tune] Annotated Example Page and showcase Tutorials (#3267) 
Adds an example page and link in codebase.

Closes #2728.
 2018-11-08 23:45:05 -08:00
eugenevinitsky
344b4ef0ff [rllib] Fix filter sync for ES and ARS (#2918) 2018-11-06 19:09:34 -08:00
Eric Liang
725df3a485 Set the process title in workers and actors (#3219) 2018-11-06 14:59:22 -08:00
Eric Liang
369cb833fe
[rllib] Implement custom metrics (#3144) 2018-11-03 18:48:32 -07:00
Eric Liang
9a0f0db070 Add ray stack tool for debugging (#3213) 2018-11-03 13:13:02 -07:00
Si-Yuan
5ce7ed7dad Fix 'tempfile' docs (#3180) 
* Fix docs.

* Update doc/source/tempfile.rst

Co-Authored-By: suquark <suquark@gmail.com>

* Remove doc for raylet socket.
 2018-11-02 16:50:55 -07:00
Eric Liang
8c03683573 Add warning about using latest wheels (#3207) 2018-11-02 15:41:10 -07:00
Robert Nishihara
e495ab5e7c Fix some paths /tmp/raylogs -> /tmp/ray. (#3189) 2018-11-02 12:10:53 -07:00
Robert Nishihara
57d6e98302 Update actor fault tolerance documentation. (#3175) 2018-11-01 11:52:05 -07:00
Robert Nishihara
60f28040ea Document fractional resources. (#3174) 2018-11-01 10:50:56 -07:00
Eric Liang
cd284bb487
[rllib] Document env compatibility, Ape-X support for multi-agent (#3147) 2018-10-31 21:59:34 -07:00
Richard Liaw
2086a57e61
[tune] Add Fractional GPU example/docs (#3169) 
* Add example for fractional GPU support

* Update tune_mnist_keras.py

* Update doc/source/tune-usage.rst
 2018-10-31 18:53:16 -07:00
Eric Liang
a221f55b0d
[rllib] Add custom value functions, fix up and document multi-agent variable sharing (#3151) 2018-10-29 19:37:27 -07:00
Eric Liang
af0c1174cd
[sgd] Merge sharded param server based SGD implementation (#3033) 
This includes most of the TF code used for the OSDI experiment. Perf sanity check on p3.16xl instances: Overall scaling looks ok, with the multi-node results within 5% of OSDI final numbers. This seems reasonable given that hugepages are not enabled here, and the param server shards are placed randomly.

$ RAY_USE_XRAY=1 ./test_sgd.py --gpu --batch-size=64 --num-workers=N \
  --devices-per-worker=M --strategy=<simple|ps> \
  --warmup --object-store-memory=10000000000

Images per second total
gpus total              | simple | ps
========================================
1                       | 218
2 (1 worker)            | 388
4 (1 worker)            | 759
4 (2 workers)           | 176    | 623
8 (1 worker)            | 985
8 (2 workers)           | 349    | 1031
16 (2 nodes, 2 workers) | 600    | 1661
16 (2 nodes, 4 workers) | 468    | 1712   <--- OSDI perf was 1817
 2018-10-27 21:25:02 -07:00
Robert Nishihara
658c14282c Remove legacy Ray code. (#3121) 
* Remove legacy Ray code.

* Fix cmake and simplify monitor.

* Fix linting

* Updates

* Fix

* Implement some methods.

* Remove more plasma manager references.

* Fix

* Linting

* Fix

* Fix

* Make sure class IDs are strings.

* Some path fixes

* Fix

* Path fixes and update arrow

* Fixes.

* linting

* Fixes

* Java fixes

* Some java fixes

* TaskLanguage -> Language

* Minor

* Fix python test and remove unused method signature.

* Fix java tests

* Fix jenkins tests

* Remove commented out code.
 2018-10-26 13:36:58 -07:00
Richard Liaw
eff7cb4458 [tune] Fix SearchAlg finishing early (#3081) 
* Fix trial search alg finishing early

* Fix lint

* fix lint

* nit fix
 2018-10-22 12:17:13 -07:00
Eric Liang
59901a88a0
[rllib] Native support for Dict and Tuple spaces; fix Tuple action spaces; add prev a, r to LSTM (#3051) 2018-10-20 15:21:22 -07:00
Robert Nishihara
9a2b5333ef Add links for latest Python 3.7 wheels to documentation. (#3091) 2018-10-19 12:15:22 -07:00
Peter Schafhalter
a41bbc10ef Add password authentication to Redis ports (#2952) 
* Implement Redis authentication

* Throw exception for legacy Ray

* Add test

* Formatting

* Fix bugs in CLI

* Fix bugs in Raylet

* Move default password to constants.h

* Use pytest.fixture

* Fix bug

* Authenticate using formatted strings

* Add missing passwords

* Add test

* Improve authentication of async contexts

* Disable Redis authentication for credis

* Update test for credis

* Fix rebase artifacts

* Fix formatting

* Add workaround for issue #3045

* Increase timeout for test

* Improve C++ readability

* Fixes for CLI

* Add security docs

* Address comments

* Address comments

* Adress comments

* Use ray.get

* Fix lint
 2018-10-16 22:48:30 -07:00
Eric Liang
a9e454f6fd
[rllib] Include config dicts in the sphinx docs (#3064) 2018-10-16 15:55:11 -07:00
Eric Liang
3c891c6ece
[rllib] Parallel-data loading and multi-gpu support for IMPALA (#2766) 2018-10-15 11:02:50 -07:00
Richard Liaw
f9b58d7b02
[tune] Tweaks to Trainable and Verbosity (#2889) 2018-10-11 23:42:13 -07:00
Robert Nishihara
d73ee36e60 Update links to use latest 0.5.3 wheels instead of 0.5.2. (#3018) 2018-10-03 13:43:40 -07:00
Si-Yuan
cc7e2ecdd5 Change logfile names and also allow plasma store socket to be passed in. (#2862) 2018-10-03 10:03:53 -07:00
Eric Liang
b45bed4bce
[rllib] Propagate model options correctly in ARS / ES, to action dist of PPO (#2974) 
* fix

* fix

* fix it

* propagate conf to action dist

* move carla example too

* rr

* Update policies.py

* wip

* lint
 2018-10-01 12:49:39 -07:00
Eric Liang
814c35b7d7
[rllib] Simplify sample batch size and num envs config, n_step adjustment (#2995) 
* simplify vec batch requirements

* Update rllib-training.rst

* Update rllib-training.rst

* Update rllib-training.rst

* Update rllib-training.rst

* Update rllib-training.rst

* Update rllib-models.rst
 2018-09-30 18:36:22 -07:00
Eric Liang
b06c604a51
[rllib] Add some more tuned atari results to documentation (#2991) 
* dqn results ++

* add scale

* hour

* fix

* small dqn table

* update

* steps

* upd

* apex

* up

* add apex results

* tip
 2018-09-29 23:13:36 -07:00