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156 Commits

Author SHA1 Message Date
Xueqing Liu
5eb5d43d7f Fix HPO evaluation bug (#645) 
* fix eval automl metric bug on val_loss inconsistency

* updating starting point search space to continuous

* shortening notebok
 2022-07-28 23:08:42 -04:00
Xueqing Liu
731afec9eb This PR fixes the frequent NLP bugs in the other PRs (#647) 
* fix nlp bug

* resetting model to electra small

* removing model_path from fit_kwargs_by_estimator
 2022-07-25 17:46:33 -04:00
Chi Wang
e14e909af9 Feature names and importances (#621) 
* feature names and importances

* None check

* StackingClassifier has no feature_importances_

* StackingClassifier has no feature_names_in_
 2022-07-10 12:25:59 -07:00
Qingyun Wu
b7846048dc Allow FLAML_sample_size in starting_points (#619) 
* FLAML_sample_size

* clean up

* starting_points as a list

* catch AssertionError

* per estimator sample size

* import

* per estimator min_sample_size

* Update flaml/automl.py

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

* Update test/automl/test_warmstart.py

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

* add warnings

* adding more tests

* fix a bug in validating starting points

* improve test

* revise test

* revise test

* documentation about custom_hp

* doc and efficiency

* update test

Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2022-07-09 16:04:46 -04:00
Xueqing Liu
6108493e0b fix ner bug; refactor post processing of TransformersEstimator prediction (#615) 
* fix ner bug; refactor post processing

* fix too many values to unpack

* supporting id/token label for NER
 2022-07-05 13:38:21 -04:00
Chi Wang
74cca60606 Allow custom GroupKFold object as split_type (#616) 
* Allow custom GroupKFold object

* handle unpickle error for prophet 1.1

* eval_method in test_object()
 2022-06-29 21:04:25 -07:00
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
7d6822aa40 cath URLError 2022-06-24 08:07:26 -07:00
Chi Wang
4377d53a73 update got version (#607) 
* update got version

* None check
 2022-06-23 08:02:46 -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
Chi Wang
f8cc38bc16 enable ensemble when using ray (#583) 
* enable ensemble when using ray

* sanitize config
 2022-06-10 21:28:47 -07:00
Chi Wang
0642b6e7bb init value type match (#575) 
* init value type match

* bump version to 1.0.6

* add a note about flaml version in notebook

* add note about mismatched ITER_HP

* catch SSLError when accessing OpenML data

* catch errors in autovw test

Co-authored-by: Qingyun Wu <qingyun.wu@psu.edu>
 2022-06-09 08:11:15 -07:00
Xueqing Liu
e0e317bfb1 fixing trainable and update function, completing NOTE (#566) 
* 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
 2022-06-03 15:19:22 -04:00
Chi Wang
1af682b7f5 update doc about scheduler exception (#564) 
* update doc about scheduler exception

* remove assert
 2022-05-31 17:21:57 -07:00
Chi Wang
49e8f7f028 use zeroshot when no budget is given; custom_hp (#563) 
* use zeroshot when no budget is given; custom_hp

* update Getting-Started

* protobuf version

* X_val
 2022-05-28 17:22:09 -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
Qiaochu Song
2851134052 Quick-fix (#539) 
* fix doc string; enable label transform in automl.score
 2022-05-19 11:43:34 -04:00
Chi Wang
7126b69ce0 choose n_jobs for ensemble according to n_jobs per learner (#551) 
* set n_jobs in ensemble dict

* catch the ensemble error

* choose n_jobs for stacker

* clarify
 2022-05-18 21:01:51 -07:00
Xueqing Liu
2a8decdc50 fix the post-processing bug in NER (#534) 
* fix conll bug

* update DataCollatorForAuto

* adding label_list comments
 2022-05-10 17:22:57 -04:00
Chi Wang
c1bb66980c test reproducibility from retrain (#533) 2022-05-07 09:13:17 -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
Xueqing Liu
ca35fa969f refactoring TransformersEstimator to support default and custom_hp (#511) 
* refactoring TransformersEstimator to support default and custom_hp

* handling starting_points not in search space

* addressing starting point more than max_iter

* fixing upper < lower bug
 2022-04-28 14:06:29 -04:00
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
e877de6414 use ffill in forecasting example 2022-04-01 09:23:23 -07:00
Chi Wang
84f1ae7424 Bump minimist from 1.2.5 to 1.2.6 in /website (#502) 
* Bump minimist from 1.2.5 to 1.2.6 in /website

* check best_config in test
 2022-03-30 22:19:47 -07:00
Qingyun Wu
2cdc08a75a update notebook and test 2022-03-30 19:11:10 -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
Xueqing Liu
72301b8568 fixing a few bugs in nlp (#503) 
* fixing bugs in nlp
 2022-03-26 14:08:51 -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
Xueqing Liu
5f97532986 adding evaluation (#495) 
* adding automl.score

* fixing the metric name in train_with_config

* adding pickle after score

* fixing a bug in automl.pickle
 2022-03-25 17:00:08 -04:00
Xueqing Liu
af423463c3 fixing bug for ner (#463) 
* fixing bug for ner

* removing global var

* adding class for trial counter

* adding notebook

* adding use_ray dict

* updating documentation for nlp
 2022-03-20 22:03:02 -04:00
Qingyun Wu
f6ae1331f5 metric constraints in flaml.automl (#479) 
* metric constraints

* revise docstr

* fix docstr

* improve docstr

* Update flaml/automl.py

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

* Update flaml/automl.py

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

* Update flaml/automl.py

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

* docstr

Co-authored-by: Qingyun Wu <qxw5138@psu.edu>
Co-authored-by: Chi Wang <wang.chi@microsoft.com>
 2022-03-12 00:39:35 -05:00
Kevin Chen
f9eda0cc40 update documentation for time series forecasting (#472) 
* update automl.py
- documentation update

* update test_forecast.py

* update model.py

* update automl_time_series_forecast.ipynb

* update time series forecast website examples

Signed-off-by: Kevin Chen <chenkevin.8787@gmail.com>
 2022-03-08 11:21:18 -08:00
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
df01031cfe Zero-shot AutoML (#468) 
* Prepare for release

Co-authored-by: Moe Kayali <t-moekayali@microsoft.com>

* bug fix

* improve doc and code quality

Co-authored-by: Qingyun Wu
 2022-03-01 15:39:09 -08:00
Chi Wang
9e88f22167 fix a bug when using ray & update ray on aml (#455) 
* fix a bug when using ray & update ray on aml
When using with_parameters(), the config argument must be the first argument in the trainable function.
* make training function runnable standalone
 2022-02-11 20:14:10 -08:00
Chi Wang
b4d312412a bump ray version to 1.10 (#450) 
* bump ray version to 1.10

* init ray in test

* Update setup.py to include hotfixes

Co-authored-by: Antoni Baum <antoni.baum@protonmail.com>
 2022-02-09 15:04:29 -08:00
Chi Wang
8a44dd4318 data in csv (#430) 
* data in csv

* support ray ObjectRef #365

* use object store to store data when using ray

* make lgbm tuning example a test

* homepage title
 2022-01-30 19:36:41 -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
Kevin Chen
c75f97b475 Change the upper bound for "lags" hyperparameter for sklearn forecast models (#437) 
* update model.py
- change upper bound for "lags" hyperparameter

* update test_forecast.py
- add a test for a large dataset

* update sample.py
- pre-commit changes
 2022-01-30 07:30:30 -08:00
Xueqing Liu
438ccaa0c9 adding catch for HTTP error (#432) 2022-01-29 22:53:32 -08:00
Kevin Chen
81f54026c9 Support time series forecasting for discrete target variable (#416) 
* support 'ts_forecast_classification' task to forecast discrete values

* update test_forecast.py
- add test for forecasting discrete values

* update test_model.py

* pre-commit changes
 2022-01-24 18:39:36 -08:00
Xueqing Liu
4814091d87 remove redundant imports (#426) 
* remove redundant imports

* getting ride of hf dataset
 2022-01-24 14:24:14 -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
38ad31ea25 remove FLAML sample size from config (#418) 2022-01-22 22:59:44 -08:00