55 Commits

Author SHA1 Message Date
architkulkarni 28cf5f91e3 [docs] change MLFlow to MLflow in docs (#13739) 2021-01-27 16:53:15 -08:00
Amog Kamsetty 20016c983f [Tune] MLflow Credentials (#13533) 2021-01-19 11:55:13 -08:00
Lavanya Shukla 350917958c [docs] fix wandb url (#13094) 2020-12-28 17:19:17 -08:00
Antoni Baum a4f2dd2138 [Tune]Add integer loguniform support (#12994)
* Add integer quantization and loguniform support

* Fix hyperopt qloguniform not being np.log'd first

* Add tests, __init__

* Try to fix tests, better exceptions

* Tweak docstrings

* Type checks in SearchSpaceTest

* Update docs

* Lint, tests

* Update doc/source/tune/api_docs/search_space.rst

Co-authored-by: Kai Fricke <krfricke@users.noreply.github.com>

Co-authored-by: Kai Fricke <krfricke@users.noreply.github.com>
2020-12-23 09:27:16 -08:00
Amog Kamsetty 5d3c9c8861 [Tune] Mlflow Integration (#12840)
Co-authored-by: Kai Fricke <krfricke@users.noreply.github.com>
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-12-19 00:40:02 -08:00
Kai Fricke 3d72000826 [tune] Add points_to_evaluate to BasicVariantGenerator (#12916)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-12-17 19:16:03 -08:00
Kai Fricke 5f04ade6ef [tune] add more stoppers and stopper documentation (#12750)
* Add new stoppers & docs

* Add tests for maximum iteration stopper and trial plateau stopper

* Update python/ray/tune/stopper.py

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>

* Update doc/source/tune/api_docs/stoppers.rst

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>

* Update doc/source/tune/api_docs/stoppers.rst

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>

* Apply suggestions from code review

* Apply suggestions from code review

* Update python/ray/tune/stopper.py

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-12-12 01:47:19 -08:00
Kai Fricke 9f5986ee58 [tune] logger migration to ExperimentLogger classes (#11984) 2020-11-16 15:08:37 -08:00
Keqiu Hu 0c1bdaef59 [tune] TensorFlow Distributed Trainable (#11876)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-11-10 14:59:08 -08:00
Richard Liaw efa07d5403 Revert "Revert "[tune] PB2 (#11466)" (#11795)" (#11812) 2020-11-04 20:47:12 -08:00
Amog Kamsetty 7248d5f4ae Revert "[tune] PB2 (#11466)" (#11795)
This reverts commit e7aafd7d24.
2020-11-03 21:05:00 -08:00
Kai Fricke f7b19c41e3 [tune] logger refactor part 1: move classes and utilities to own files (#11746)
* [tune] logger refactor part 1: move classes and utilities to own files

* Fix circular dependency

* Remove uneeded pretty print copy

* Apply suggestions from code review
2020-11-03 07:48:09 -08:00
Jack Parker-Holder e7aafd7d24 [tune] PB2 (#11466)
Co-authored-by: Sumanth Ratna <sumanthratna@gmail.com>
Co-authored-by: Amog Kamsetty <amogkamsetty@yahoo.com>
Co-authored-by: Amog Kamsetty <amogkam@users.noreply.github.com>
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-10-27 01:03:21 -07:00
Richard Liaw b02e61f672 [minor] fix up docs (#11596)
Signed-off-by: Richard Liaw <rliaw@berkeley.edu>
2020-10-26 12:19:03 -07:00
Richard Liaw 56f858ed1a [tune][docs/util] gputil check, docs (#11260)
Co-authored-by: Amog Kamsetty <amogkam@users.noreply.github.com>
2020-10-10 00:54:31 -07:00
Sumanth Ratna 14d8826e43 Fix overriden typo (#11227) 2020-10-07 19:11:07 -07:00
Kai Fricke bdf647c4ec [tune] docker syncer (#11035)
* Add DockerSyncer

* Add docs

* Update python/ray/tune/integration/docker.py

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>

* Updated docs

* fix dir

* Added docker integration test

* added docker integration test to bazel build

* Use sdk.rsync API

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-10-01 11:59:23 -07:00
Kai Fricke e7315b0856 [tune] Callbacks for tune runs (#11001) 2020-09-27 16:50:07 -07:00
Kai Fricke 508cfa3540 [tune] Support yield and return statements (#10857)
* Support `yield` and `return` statements in Tune trainable functions

* Support anonymous metric with ``tune.report(value)``

* Raise on invalid return/yield value

* Fix end to end reporter test
2020-09-17 20:18:35 -07:00
Kai Fricke 7eaf063f29 [tune] wrapper function to pass arbitrary objects through the object store to trainables (#10679) 2020-09-10 17:39:44 -07:00
Richard Liaw 153813936b [tune] auto infer metrics (#10663)
Co-authored-by: Kai Fricke <krfricke@users.noreply.github.com>
Co-authored-by: Kai Fricke <kai@anyscale.com>
2020-09-09 09:53:47 -07:00
Kai Fricke d7c7aba99c [tune] Tune experiment analysis improvements (#10645)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-09-08 21:00:52 -07:00
Kai Fricke 088f8ebb69 [tune] Add algorithms for search space conversion (#10621) 2020-09-07 13:44:16 -07:00
Richard Liaw 551c597312 [tune] API revamp fix (#10518) 2020-09-05 15:34:53 -07:00
Sumanth Ratna 54215ff287 [tune] implement shim instantiation (#10456)
* Create ray.tune.suggest.create.create_scheduler

* Update __init__.py

* Resolve conflict in __init__.py

* Create ray.tune.schedulers.create.create_scheduler

* Update __init__.py

* Move create_scheduler to tune.schedulers.__init__

* Move create_searcher to tune.suggest.__init__

* Delete tune.suggest.create

* Delete tune.schedulers.create

* Update imports for shim functions in tune.__init__

* Remove shim from tune.suggest.__init__.__all__

* Remove shim from tune.schedulers.__init__.__all__

* Add ShimCreationTest

* Move ShimCreationTest to test_api

* Delete test_shim.py

* Add docstring for ray.tune.create_scheduler

* Add docstring to ray.tune.create_searcher

* Fix typo in ray.tune.create_scheduler docstring

* Fix lint errors in tune.schedulers.__init__

* Fix lint errors in tune.suggest.__init__

* Fix lint errors in tune.suggest.__init__

* Fix lint errors in tune.schedulers.__init__

* Fix imports in test_api

* Fix lint errors in test_api

* Fix kwargs in create_searcher

* Fix kwargs in create_scheduler

* Merge branch 'master' into shim-instantiation

* Update use-case in docs in tune.create_scheduler

* Update use-case in docs in tune.create_searcher

* Remove duplicate pytest run from test_api

* Add check to create_searcher


Co-authored-by: Richard Liaw <rliaw@berkeley.edu>

* Add check to create_scheduler

* lint

* Compare types of instances in test_api

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>

* Add tune.create_searcher to docs

* Fix doc build

* Fix tests

* Add tune.create_scheduler to docs

* Fix tests

* Fix lint errors

* Update Ax search for master

* Fix metric kwarg for Ax in test_api

* Fix doc build

* Fix HyperOptSearch import in test_api

* Fix HyperOptSearch import in create_searcher

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-09-05 09:36:42 -07:00
Kai Fricke 2fac66650d [tune] extend search space api docs (#10576)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-09-04 18:39:51 -07:00
Kai Fricke 5c3d4a6670 [tune] added MXNet integration callbacks (#10533) 2020-09-03 18:06:44 -07:00
Richard Liaw 43a7a64b30 [tune] horovod trainable (#10304) 2020-09-03 16:53:35 -07:00
krfricke 91535e9102 [tune] Refactored Keras integration callbacks (#10509) 2020-09-03 10:16:08 -07:00
krfricke 06af62ba91 [tune] refactor tune search space (#10444)
* Added basic functionality and tests

* Feature parity with old tune search space config

* Convert Optuna search spaces

* Introduced quantized values

* Updated Optuna resolving

* Added HyperOpt search space conversion

* Convert search spaces to AxSearch

* Convert search spaces to BayesOpt

* Added basic functionality and tests

* Feature parity with old tune search space config

* Convert Optuna search spaces

* Introduced quantized values

* Updated Optuna resolving

* Added HyperOpt search space conversion

* Convert search spaces to AxSearch

* Convert search spaces to BayesOpt

* Re-factored samplers into domain classes

* Re-added base classes

* Re-factored into list comprehensions

* Added `from_config` classmethod for config conversion

* Applied suggestions from code review

* Removed truncated normal distribution

* Set search properties in tune.run

* Added test for tune.run search properties

* Move sampler initializers to base classes

* Add tune API sampling test, fixed includes, fixed resampling bug

* Add to API docs

* Fix docs

* Update metric and mode only when set. Set default metric and mode to experiment analysis object.

* Fix experiment analysis tests

* Raise error when delimiter is used in the config keys

* Added randint/qrandint to API docs, added additional check in tune.run

* Fix tests

* Fix linting error

* Applied suggestions from code review. Re-aded tune.function for the time being

* Fix sampling tests

* Fix experiment analysis tests

* Fix tests and linting error

* Removed unnecessary default_config attribute from OptunaSearch

* Revert to set AxSearch default metric

* fix-min-max

* fix

* nits

* Added function check, enhanced loguniform error message

* fix-print

* fix

* fix

* Raise if unresolved values are in config and search space is already set

Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-09-03 09:06:13 -07:00
krfricke 57c4183724 [tune] add xgboost callbacks to integration module (#10502) 2020-09-02 11:16:09 -07:00
krfricke f3f698816d [tune] Added PyTorch Lightning callbacks to integrations (#10220)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-08-31 15:30:48 -07:00
krfricke 5a787a8253 [tune] added FAQ to docs (#10222)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
2020-08-24 21:51:02 -07:00
krfricke 16486a8df3 [tune] Add OptunaSearcher wrapper around Optuna samplers (#10044)
Co-authored-by: Richard Liaw <rliaw@berkeley.edu>
Co-authored-by: Kai Fricke <kai@anyscale.com>
2020-08-12 16:13:22 -07:00
krfricke 0ef8224446 [tune] PBT replay utility scheduler (#9953)
Co-authored-by: Kai Fricke <kai@anyscale.com>
2020-08-07 12:41:49 -07:00
Richard Liaw c6404e8cf6 [tune] Search alg checkpointing during training (#9803)
Co-authored-by: krfricke <krfricke@users.noreply.github.com>
2020-08-03 15:07:31 -07:00
Richard Liaw 0c3b9ebeef [tune/sgd] Document func_trainable and add checkpoint context (#9739)
Co-authored-by: krfricke <krfricke@users.noreply.github.com>
Co-authored-by: Amog Kamsetty <amogkam@users.noreply.github.com>
2020-07-30 09:46:37 -07:00
Amog Kamsetty 03709d67cb [Tune Docs] Logging doc fix (#9691) 2020-07-24 11:20:52 -07:00
Richard Liaw a49eb1d168 [tune] survey (#9670) 2020-07-24 11:08:05 -07:00
Richard Liaw a567f7977c [tune] Put examples under proper version control (#9427)
Co-authored-by: krfricke <krfricke@users.noreply.github.com>
2020-07-13 18:01:10 -07:00
Richard Liaw 139d21e068 [tune] Docs for tune-sklearn (#9129)
Co-authored-by: krfricke <krfricke@users.noreply.github.com>
2020-07-06 15:35:10 -07:00
Richard Liaw b71c912da7 [tune] Fix up examples (#9201) 2020-07-05 01:16:20 -07:00
Richard Liaw d35f0e40d0 [tune] Use public methods for trainable (#9184) 2020-07-01 11:00:00 -07:00
ElektroChan89 4bc1d7c043 [docs] Update grid_random.rst (#9102) 2020-06-24 12:36:42 -07:00
goulou 9b4428c668 [ASHA][docs] Change default value of "brackets" (#9101)
Closes #9058
2020-06-23 14:43:27 -07:00
Richard Liaw 6c49c01837 [tune] Function API checkpointing (#8471)
Co-authored-by: krfricke <krfricke@users.noreply.github.com>
2020-06-15 10:42:54 -07:00
Richard Liaw b6c4f45ae0 [tune] Fix links (#8477) 2020-05-18 10:08:29 -07:00
Richard Liaw 87cbf2aedd [docs][tune] Make search algorithm, scheduler docs better! (#8179) 2020-05-17 12:19:44 -07:00
Richard Liaw 67c01455fe [tune] tune.track -> tune.report (#8388) 2020-05-16 12:55:08 -07:00
Richard Liaw be5235d982 [tune] Clarify Intro Tune Documentation (#8201) 2020-04-27 18:01:00 -07:00