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62 Commits

Author SHA1 Message Date
Shaokun
dd9202bb01 Update OptunaSearch (#1106) 
* update optuna

* update setup

* fix dependencies

* fix bugs in test

* fix bugs, web format

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
 2023-07-05 03:14:02 +00:00
Shaokun
7a64148676 support string alg in tune (#1093) 
* support string alg in tune

* add test, enforce string feasible, support lexico in set_search_priorities in CFO

* fix bug

* fix bug

* fix bug

* fix bug

* fix bugs

* fix yiran

---------

Co-authored-by: “skzhang1” <“shaokunzhang529@gmail.com”>
 2023-07-01 03:01:14 +00:00
Jirka Borovec
a701cd82f8 set black with 120 line length (#975) 
* set black with 120 line length

* apply pre-commit

* apply black
 2023-04-10 19:50:40 +00:00
Jirka Borovec
6aa1d16ebc pre-commit: update config (#925) 
* update config

* apply precommit
 2023-02-22 00:49:38 +00:00
Chi Wang
3b6bfc2876 add cost budget; move loc of make_dir (#888) 
* add cost budget; move loc of make_dir

* remove None in return

---------

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
 2023-02-05 19:34:59 -05:00
skzhang1
184251a2a7 update 2023-01-28 06:53:37 -08:00
Shaokun
60a3e85b98 Merge branch 'main' into support_percentages 2023-01-17 10:06:51 -05:00
skzhang1
3a68da8774 update 2023-01-17 06:49:59 -08:00
Chi Wang
75e3454120 notebook test; spark warning message; reproducibility bug; sequential tuning stop condition (#869) 
* notebook test

* add ipykernel, remove except

* only create dir if not empty

* Stop sequential tuning when result is None

* fix reproducibility of global search

* save gs seed

* use get to avoid KeyError

* test
 2023-01-07 18:39:29 -08:00
skzhang1
b7c0c24269 support percentage tolerance for lexicographic 2023-01-07 11:41:24 -08:00
Chi Wang
90aea9c28b create dir for log file name (#867) 2022-12-30 10:21:30 -08:00
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
Jing Dong
3a194d047b fix checkpoint.value in the notebook and test 2022-12-19 09:22:16 -08:00
Anonymous-submission-repo
5eb9927642 Add performance test for LexiFlow (#812) 
* add test

* fix

* change test name
 2022-11-15 10:44:53 -05:00
Anonymous-submission-repo
2daaa4c637 clean up 2022-10-15 03:53:08 +00:00
Anonymous-submission-repo
6df7782c5e Update test/tune/test_lexiflow.py 
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2022-10-14 22:52:07 -04:00
Anonymous-submission-repo
a1d9e333fe update 2022-10-14 23:48:05 +00:00
Anonymous-submission-repo
bf81912f09 update 2022-10-14 20:40:49 +00:00
Anonymous-submission-repo
2d18c49cdd update 2022-10-12 04:31:51 +00:00
Anonymous-submission-repo
4e37826417 update 2022-10-10 01:24:22 +00:00
Anonymous-submission-repo
f7a9d42dc7 update 2022-10-10 01:15:17 +00:00
Anonymous-submission-repo
9bc32acafb first 2022-10-09 11:39:29 -04:00
Chi Wang
860cbc233e move searcher and scheduler into tune (#746) 
* move into tune

* correct path

* correct path

* import path
 2022-10-04 16:03:22 -07:00
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
Chi Wang
d60d38b3e9 log_file_name in tune.run() (#681) 
* log_file_name in tune.run()

* use_ray validates log_file_name

* assert no ray_args when not use_ray

* import os and use os.path
 2022-08-15 06:15:31 -07:00
Chi Wang
5e1059ab82 check config constraints for the initial config (#685) 
* check config constraints for the initial config

* default config value
 2022-08-15 05:30:23 -07:00
Chi Wang
ca9f9054e7 categorical choice can be ordered or unordered (#677) 
* categorical choice can be ordered or unordered

* ordered -> order

* move choice into utils

* version comparison

* packaging -> setuptools

* import version

* version_parse

* test order for choice
 2022-08-12 13:55:17 -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
1111d6d43a backup & recover global vars for nested tune.run (#584) 
* backup & recover global vars for nested tune.run

* ensure recovering global vars before return
 2022-06-14 11:03:54 -07:00
Qingyun Wu
65fa72d583 Class variables, cost_attr, and reproducibility (#587) 
* test reproducibility

* cost_attr, _eps and penalty as instance variables
 2022-06-13 21:52:42 -07:00
Qingyun Wu
dcc640c1a3 Documentation, test and bugfix (#556) 
* add bs restore test

* use default metric when not provided

* update documentation

* remove print

* period

* remove bs restore test

* Update website/docs/Use-Cases/Task-Oriented-AutoML.md
 2022-05-26 07:12:30 -07:00
Qingyun Wu
bcdfdc8735 handle non-flaml scheduler in flaml.tune (#532) 
* handle non-flaml scheduler in flaml.tune

* revise time budget

* Update website/docs/Use-Cases/Tune-User-Defined-Function.md

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

* Update website/docs/Use-Cases/Tune-User-Defined-Function.md

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

* Update flaml/tune/tune.py

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

* add docstr

* remove random seed

* StopIteration

* StopIteration format

* format

* Update flaml/tune/tune.py

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

* revise docstr

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2022-05-06 14:09:35 -04:00
Chi Wang
dab0a3f6e5 Bump cross-fetch from 3.1.4 to 3.1.5 in /website (#529) 
* Bump cross-fetch from 3.1.4 to 3.1.5 in /website

* Bump async from 2.6.3 to 2.6.4 in /website

* cleanup
 2022-04-30 11:54:43 -07:00
Chi Wang
a1c49ca27b allow evaluated_rewards shorter than points_to_evaluate (#522) 
* allow evaluated_rewards shorter than points_to_evaluate

* docstr update
 2022-04-23 16:22:34 -07:00
Chi Wang
9128c8811a handle failing trials (#505) 
* handle failing trials

* clarify when to return {}

* skip ensemble in accuracy check
 2022-03-28 16:57:52 -07:00
Qingyun Wu
6c16e47e42 Bug fix and add documentation for metric_constraints (#498) 
* metric constraint documentation

* update link

* update notebook

* fix a bug in adding 'time_total_s' to result

* use the default multiple factor from config file

* update notebook

* format

* improve test

* revise test budget for macos

* bug fix in adding time_total_s

* increase performance check budget

* revise test

* update notebook

* uncomment test

* remove redundancy

* clear output

* remove n_jobs

* remove constraint in notebook

* increase budget

* revise test

* add python version

* use getattr

* improve code robustness

Co-authored-by: Qingyun Wu <qxw5138@psu.edu>
 2022-03-26 21:11:45 -04:00
Chi Wang
7eb7b46ea9 version number and doc (#497) 
* version number

* add missing tasks in documentation

* update node-forge version
 2022-03-25 17:32:37 -07:00
Chi Wang
31ac984c4b don't init global search with points_to_evaluate unless evaluated_rewards is provided; handle callbacks in fit kwargs (#469) 2022-03-01 18:39:16 -08:00
Chi Wang
6960a833ec Gpu support for xgboost (#442) 
* xgboost gpu support

* test xgboost gpu

* test sparse data

* add xgboost test

* remove ray.init to avoid pytest error
 2022-01-30 13:02:18 -08:00
Xueqing Liu
438ccaa0c9 adding catch for HTTP error (#432) 2022-01-29 22:53:32 -08:00
Chi Wang
6a7caa6a3d max_iter < 2 -> no search; sign in metric constraints; test and example for forecasting (#415) 
* max_iter < 2 -> no search

* use_ray in test

* eval_method in ts example

* check sign of constraints

* test metric constraint sign
 2022-01-23 01:24:15 -08:00
Chi Wang
569908fbe6 fix issues in logging, bug in space.py, constraint sign, and improve code coverage (#388) 
* console log handler

* version update

* doc

* skippable steps

* notebook update

* constraint sign

* doc for constraints

* bug fix: define-by-run and unflatten_hierarchical

* const

* handle nested space in indexof()

* test grid search

* test suggestion

* model test

* >1 ckpts

* always increase iter count

* log total # iterations

* security patch

* make iter_per_learner consistent
 2022-01-14 13:39:09 -08:00
Z.sk
7b24662dca Makes the evaluation_function could receive the incumbent best result as input in Tune (#339) 
* update tune function

* pass incumbent result to the training function

* Update test/tune/test_record_incumbent.py

* Update flaml/searcher/search_thread.py

* Update flaml/searcher/blendsearch.py

* Update flaml/tune/tune.py

* add constant variable

Co-authored-by: 张少坤 <zhangshaokun@fuzhi.ai>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2021-12-15 21:12:47 -08:00
Qingyun Wu
17b17d084f tune api for schedulers (#322) 
* revise api and tests

* rename prune_attr

* update finetune notebook

* add scheduler test and notebook

* update tune api for scheduler

* remove scheduler notebook

* Update flaml/tune/tune.py

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

* docstr

* fix imports

* clear notebook output

* fix ray import

* Update flaml/tune/tune.py

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

* improve docstr

* Update flaml/searcher/blendsearch.py

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

* remove redundant import

Co-authored-by: Qingyun Wu <qxw5138@psu.edu>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2021-12-04 21:52:20 -05:00
Chi Wang
00da79a90b empty search space (#295) 
fix the error when an empty dictionary is passed to BlendSearch as the search space.
 2021-11-20 20:05:28 -08:00
Xueqing Liu
42de3075e9 Make NLP tasks available from AutoML.fit() (#210) 
Sequence classification and regression: "seq-classification" and "seq-regression"

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2021-11-16 11:06:20 -08:00
Antoni Baum
e0155c2339 Fix exception in CFO's _create_condition if all candidate start points didn't return yet (#263) 
* Fix exception if first trial returns None

* Add test
 2021-10-29 11:44:16 -07:00
Chi Wang
f48ca2618f warning -> info for low cost partial config (#231) 
* warning -> info for low cost partial config
#195, #110

* when n_estimators < 0, use trained_estimator's

* log debug info

* test random seed

* remove "objective"; avoid ZeroDivisionError

* hp config to estimator params

* check type of searcher

* default n_jobs

* try import

* Update searchalgo_auto.py

* CLASSIFICATION

* auto_augment flag

* min_sample_size

* make catboost optional
 2021-10-08 16:09:43 -07:00
Qingyun Wu
b1115d5347 add consistency test (#216) 
* add consistency test

* test_consistency and format

* add results attribute

* skip when ray is not installed

* Update flaml/tune/analysis.py

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

Co-authored-by: Qingyun Wu <qxw5138@psu.edu>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2021-09-19 20:44:25 -04:00