7 Commits

Author SHA1 Message Date
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
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
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
Chi Wang
f3e50136e8
random search (#213)
* random search as a child class of CFO

* random search in sequential search of AutoML

* time to find best model as a property of AutoML
2021-09-19 11:19:23 -07:00
Chi Wang
0ba58e0ace
accommodate nni usage pattern (#209) 2021-09-14 23:16:28 -07:00
Chi Wang
e46573a01d
warmstart blendsearch (#186)
* increase test coverage

* use define by run only when needed

* warmstart bs

* classification -> binary, multi

* warm start with evaluated rewards

* data transformer; resource attr for gs

* BlendSearchTuner bug fix and unittest

* bug fix

* docstr and import

* task type
2021-09-04 01:42:21 -07:00