11 Commits

Author SHA1 Message Date
Gian Pio Domiziani
c4c15f533f
datetime feature engineering added. (#89)
* datetime feature engineering added.

* check if datetime in columns moved after drop check. Check if the new columns do not already exist.

* check the drop condition before to add new_column. In transform, check directly if new columns are present in num_column.

* check if new_column is in X.columns.

* fixed lint issue. update version to 0.4.1.
2021-05-25 08:30:08 -07:00
Chi Wang
0925e2b308
constraints (#88)
* pre-training constraints

* metric constraints after training
2021-05-18 15:57:42 -07:00
Gian Pio Domiziani
068fb9f5c2
X.copy() in the process method (#78)
* X.copy() in the transformer method.

* update version 0.3.4
2021-04-23 17:14:29 -07:00
Chi Wang
b6f57894ef
v0.3.3 (#74) 2021-04-21 11:48:12 -07:00
Gian Pio Domiziani
ad42889a3b
datetime columns preprocess for validation data fixed. (#73)
* datetime columns preprocess for validation data fixed.

* code line formatted.
2021-04-21 10:22:54 -04:00
Gian Pio Domiziani
9ff4ae0cb2
(data.py) fit_transform method able to transform datatime columns to float values. (#68)
* fit_transform method able to transform datatime columns to float values.
2021-04-20 08:32:58 -07:00
Chi Wang
97a7c114ee
Issue58 (#59)
* iter per learner

* code cleanup
2021-04-08 09:29:55 -07:00
Chi Wang
ae5f8e5426
data validation (#45)
* pickle the AutoML object

* get best model per estimator

* test deberta

* stateless API

* prevent divide by zero

* test roberta

* BlendSearchTuner

* delta time

* reindex columns when dropping int-indexed columns

* test drop columns and small training data

* param set for ensemble builder

* fillna on copy

Co-authored-by: Chi Wang (MSR) <chiw@microsoft.com>
2021-03-19 09:50:47 -07:00
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
Chi Wang (MSR)
492990655d v0.1.0 2020-12-04 09:40:27 -08:00