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36 Commits

Author SHA1 Message Date
Li Jiang
da2cd7ca89 Add supporting using Spark as the backend of parallel training (#846) 
* Added spark support for parallel training.

* Added tests and fixed a bug

* Added more tests and updated docs

* Updated setup.py and docs

* Added customize_learner and tests

* Update spark tests and setup.py

* Update docs and verbose

* Update logging, fix issue in cloud notebook

* Update github workflow for spark tests

* Update github workflow

* Remove hack of handling _choice_

* Allow for failures

* Fix tests, update docs

* Update setup.py

* Update Dockerfile for Spark

* Update tests, remove some warnings

* Add test for notebooks, update utils

* Add performance test for Spark

* Fix lru_cache maxsize

* Fix test failures on some platforms

* Fix coverage report failure

* resovle PR comments

* resovle PR comments 2nd round

* resovle PR comments 3rd round

* fix lint and rename test class

* resovle PR comments 4th round

* refactor customize_learner to broadcast_code
 2022-12-23 08:18:49 -08:00
Chi Wang
232c356a4b fix bug related to _choice_ (#848) 
* fix bug related to _choice_

* remove py 3.6

* sanitize config

* optimize test
 2022-12-13 15:48:32 -05:00
dependabot[bot]
b58151b3fa Bump actions/checkout from 2 to 3 
Bumps [actions/checkout](https://github.com/actions/checkout) from 2 to 3.
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v2...v3)

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  update-type: version-update:semver-major
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Signed-off-by: dependabot[bot] <support@github.com>
 2022-11-04 23:23:27 +00:00
zsk
d6fd89a80a Merge branch 'main' into dependabot/github_actions/codecov/codecov-action-3 2022-11-01 20:13:22 -04:00
zsk
dfdef8db32 Merge branch 'main' into dependabot/github_actions/codecov/codecov-action-3 2022-11-01 11:07:47 -04:00
zsk
06cff076f0 Merge branch 'main' into dependabot/github_actions/actions/setup-python-4 2022-11-01 11:07:39 -04:00
Chi Wang
b7a010e657 Move import location for Ray 2 (#721) 
* ray version check when importing

* display learner_class when starting_points removed

* test ray 2
 2022-09-13 19:13:06 -07:00
zsk
c224694f17 Merge branch 'main' into dependabot/github_actions/actions/setup-python-4 2022-08-24 13:51:58 -04:00
zsk
d7f5a54525 Merge branch 'main' into dependabot/github_actions/codecov/codecov-action-3 2022-08-24 13:51:51 -04:00
zsk
8a4a401097 Merge branch 'main' into dependabot/github_actions/actions/cache-3 2022-08-23 23:06:54 -04:00
dependabot[bot]
8064ecf0e7 Bump actions/setup-python from 2 to 4 
Bumps [actions/setup-python](https://github.com/actions/setup-python) from 2 to 4.
- [Release notes](https://github.com/actions/setup-python/releases)
- [Commits](https://github.com/actions/setup-python/compare/v2...v4)

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 2022-08-21 22:46:02 +00:00
dependabot[bot]
07656e4af0 Bump actions/setup-node from 2 to 3 
Bumps [actions/setup-node](https://github.com/actions/setup-node) from 2 to 3.
- [Release notes](https://github.com/actions/setup-node/releases)
- [Commits](https://github.com/actions/setup-node/compare/v2...v3)

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updated-dependencies:
- dependency-name: actions/setup-node
  dependency-type: direct:production
  update-type: version-update:semver-major
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Signed-off-by: dependabot[bot] <support@github.com>
 2022-08-21 22:45:54 +00:00
dependabot[bot]
822ca59ed2 Bump codecov/codecov-action from 1 to 3 
Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 1 to 3.
- [Release notes](https://github.com/codecov/codecov-action/releases)
- [Changelog](https://github.com/codecov/codecov-action/blob/master/CHANGELOG.md)
- [Commits](https://github.com/codecov/codecov-action/compare/v1...v3)

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  dependency-type: direct:production
  update-type: version-update:semver-major
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Signed-off-by: dependabot[bot] <support@github.com>
 2022-08-21 22:45:50 +00:00
dependabot[bot]
066842cfcb Bump actions/cache from 1 to 3 
Bumps [actions/cache](https://github.com/actions/cache) from 1 to 3.
- [Release notes](https://github.com/actions/cache/releases)
- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)
- [Commits](https://github.com/actions/cache/compare/v1...v3)

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  dependency-type: direct:production
  update-type: version-update:semver-major
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Signed-off-by: dependabot[bot] <support@github.com>
 2022-08-21 22:45:46 +00:00
Qingyun Wu
8b3c6e4d7b VW version requirement and documentation on config_constraints vs metric_constraints (#686) 
* add vw version requirement

* vw version

* version range

* add documentation

* vw version range

* skip test on py3.10

* vw version

* rephrase

* don't install vw on py 3.10

* move import location

* remove inherit

* 3.10 in version

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2022-08-15 20:16:11 -07:00
skzhang1
d88c7390ce ignore engine 2022-07-21 14:48:21 -04:00
Chi Wang
cbb85e2aab Py36 (#614) 
* allow installation in py 3.6

* test py 3.6
 2022-06-26 08:32:28 -07:00
Chi Wang
c45741a67b support latest xgboost version (#599) 
* support latest xgboost version

* Update test_classification.py

* Update 

Exists problems when installing xgb1.6.1 in py3.6

* cleanup

* xgboost version

* remove time_budget_s in test

* remove redundancy

* stop support of python 3.6

Co-authored-by: zsk <shaokunzhang529@gmail.com>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
 2022-06-21 18:59:07 -07:00
Chi Wang
1b40b4b3a6 set_search_properties (#595) 
* update the signature of set_search_properties
 2022-06-16 16:30:50 -07:00
Chi Wang
3a7ebe6896 Add python 3.10 in the CI (#591) 
* fix resource limit issue

* add python 3.10 in CI

* reinstall libomp in macos
 2022-06-15 20:13:33 -07:00
Chi Wang
f0b0cae682 zero-shot AutoML in readme (#474) 
* zero-shot AutoML in readme

* use pydoc-markdown 4.5.0 to avoid error in 4.6.0
 2022-03-05 11:49:39 -08:00
Chi Wang
efd85b4c86 Deploy a new doc website (#338) 
A new documentation website. And:

* add actions for doc

* update docstr

* installation instructions for doc dev

* unify README and Getting Started

* rename notebook

* doc about best_model_for_estimator #340

* docstr for keep_search_state #340

* DNN

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
Co-authored-by: Z.sk <shaokunzhang@psu.edu>
 2021-12-16 17:11:33 -08:00
Xueqing Liu
fd136b02d1 bug fix for TransformerEstimator (#293) 
* fix checkpoint naming + trial id for non-ray mode, fix the bug in running test mode, delete all the checkpoints in non-ray mode

* finished testing for checkpoint naming, delete checkpoint, ray, max iter = 1

* adding predict_proba, address PR 293's comments

close #293 #291
 2021-11-23 11:26:39 -08:00
Chi Wang
549a0dfb53 limit time and memory consumption (#264) 
* limit time and memory

* separate tests

* lrl1 can't be limited by limit_resource

* free memory when possible

* passthrough=False when ensemble fails;
retrain when trained_estimator is None

* use callback to for resource limit

* handle lower version of xgb with no callback

* free mem ratio

* reduce verbosity

* retrain_final when max_iter==1

* remove trained_estimator from result

* model_history

* wheel

* retrain time as best_config_train_time

* ci: libomp version for xgboost on macos

* limit_resource not working in windows

* test pickle load

* mute forecaster

* notebook update

* check hard

* preventive callback

* add use_ray
 2021-11-03 19:08:23 -07:00
Chi Wang
ddc1a63a76 Package (#244) 
* build and upload pypi package

* pandas in dependency
 2021-10-10 22:57:22 -07:00
Kevin Chen
3d0a3d26a2 Forecast (#162) 
* added 'forecast' task with estimators ['fbprophet', 'arima', 'sarimax']

* update setup.py

* add TimeSeriesSplit to 'regression' and 'classification' task

* add 'time' split_type for 'classification' and 'regression' task

Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>

* feature importance

* variable name

* Update test/test_split.py

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* Update test/test_forecast.py

Co-authored-by: Chi Wang <wang.chi@microsoft.com>

* prophet installation fail in windows

* upload flaml_forecast.ipynb

Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
 2021-08-23 13:26:46 -07:00
Qingyun Wu
a291abfab9 Cha cha (#127) 
* unordered categorical

* allow cost attribute to be None

* tensorboardX version

* quote

* cfo cat

* trunc

* Update version.py

* incumbent is normalized

* python 3.9

* remove ConcurrencyLimiter

* seed

* estimator

* update autovw notebook

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Qingyun Wu <qiw@microsoft.com>
 2021-07-05 18:17:26 -07:00
Qingyun Wu
3e991e4352 code coverage (#79) 
* add codecov.yml

* change tests to test

* condition

* windows

* install coverage

* remove conditions

* revert remove conditions

* check build failure

* code coverage

* Revert "check build failure"

This reverts commit bc06b3f961d05c923c2974451961f5c252c9e042.

* del codecov.yml

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
Co-authored-by: Eric Zhu <ekzhu@users.noreply.github.com>
 2021-04-26 20:04:57 -04:00
Qingyun Wu
f4f3f4f17b update image url (#71) 
* update image url

* ArffException

* OpenMLError is ValueError

* CatBoostError

* reduce build on push

Co-authored-by: Chi Wang (MSR) <wang.chi@microsoft.com>
 2021-04-21 01:36:06 -07:00
Chi Wang
b7a91e0385 V0.3.0 (#55) 
* flaml v0.3

* low cost partial config
 2021-04-06 11:37:52 -07:00
Chi Wang
6ff0ed434b v0.2.5 (#30) 
* test distillbert

* import check

* complete partial config

* None check

* init config is not suggested by bo

* badge

* notebook for lightgbm
 2021-02-22 22:10:41 -08:00
Chi Wang (MSR)
9f65066ab6 workflow 2021-02-05 22:06:55 -08:00
Chi Wang
776aa55189 V0.2.2 (#19) 
* v0.2.2

separate the HPO part into the module flaml.tune
enhanced implementation of FLOW^2, CFO and BlendSearch
support parallel tuning using ray tune
add support for sample_weight and generic fit arguments
enable mlflow logging

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
Co-authored-by: qingyun-wu <qw2ky@virginia.edu>
 2021-02-05 21:41:14 -08:00
Chi Wang
cb5ce4e3a6 v0.1.3 Set default logging level to INFO (#14) 
* set default logging level to INFO

* remove unnecessary import

* API future compatibility

* add test for customized learner

* test dependency

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
 2020-12-15 08:10:43 -08:00
Eric Zhu
0fb3e04fc3 API docs #6 (#13) and update version to 0.1.2 2020-12-15 00:57:30 -08:00
Chi Wang (MSR)
492990655d v0.1.0 2020-12-04 09:40:27 -08:00