5 Commits

Author SHA1 Message Date
Chi Wang
c1bb66980c
test reproducibility from retrain (#533) 2022-05-07 09:13:17 -07:00
Chi Wang
0b25e89f29
reproducibility for random sampling (#349)
* reproducibility for random sampling #236

* doc update
2021-12-22 12:12:25 -08:00
晓宇
5dc948da18
Update test_regression.py (#306)
* Update test_regression.py

There is a another way for mutioutput-model-trian.
RegressorChain is more adapting to the targets which are relavant.
2021-11-25 08:18:22 -08:00
Chi Wang
d937b03e42
multioutput regression (#292)
* make AutoML inherit sklearn.base.BaseEstimator such that it can be wrapped in sklearn.multioutput.MultiOutputRegressor for multi-output regression.

* moved and simplified preprocessing code in AutoML.predictI() to _preprocess()
2021-11-22 06:59:42 -08:00
Chi Wang
72caa2172d
model_history, ITER_HP, settings in AutoML(), checkpoint bug fix (#283)
if save_best_model_per_estimator is False and retrain_final is True, unfit the model after evaluation in HPO.
retrain if using ray.
update ITER_HP in config after a trial is finished.
change prophet logging level.
example and notebook update.
allow settings to be passed to AutoML constructor. Are you planning to add multi-output-regression capability to FLAML #192 Is multi-tasking allowed? #277 can pass the auotml setting to the constructor instead of requiring a derived class.
remove model_history.
checkpoint bug fix.

* model_history meaning save_best_model_per_estimator

* ITER_HP

* example update

* prophet logging level

* comment update in forecast notebook

* print format improvement

* allow settings to be passed to AutoML constructor

* checkpoint bug fix

* time limit for autohf regression test

* skip slow test on macos

* cleanup before del
2021-11-18 09:39:45 -08:00