8 Commits

Author SHA1 Message Date
Jiaming Yuan
14c56f05da
[backport] Handle missing values in dataframe with category dtype. (#7331) (#7413)
* Handle missing values in dataframe with category dtype. (#7331)

* Replace -1 in pandas initializer.
* Unify `IsValid` functor.
* Mimic pandas data handling in cuDF glue code.
* Check invalid categories.
* Fix DDM sketching.

* Fix pick error.
2021-11-10 21:24:46 +08:00
Jiaming Yuan
0ed979b096
Support more input types for categorical data. (#7220)
* Support more input types for categorical data.

* Shorten the type name from "categorical" to "c".
* Tests for np/cp array and scipy csr/csc/coo.
* Specify the type for feature info.
2021-09-16 20:39:30 +08:00
Jiaming Yuan
86715e4cd4
Support categorical data for dask functional interface and DQM. (#7043)
* Support categorical data for dask functional interface and DQM.

* Implement categorical data support for GPU GK-merge.
* Add support for dask functional interface.
* Add support for DQM.

* Get newer cupy.
2021-06-18 13:06:52 +08:00
Jiaming Yuan
d9799b09d0
Categorical data support for cuDF. (#7042)
* Add support in DMatrix.
* Add support in DQM, except for iterator.
2021-06-17 13:54:33 +08:00
Philip Hyunsu Cho
c8ec62103a
Deprecate LabelEncoder in XGBClassifier; Enable cuDF/cuPy inputs in XGBClassifier (#6269)
* Deprecate LabelEncoder in XGBClassifier; skip LabelEncoder for cuDF/cuPy inputs

* Add unit tests for cuDF and cuPy inputs with XGBClassifier

* Fix lint

* Clarify warning

* Move use_label_encoder option to XGBClassifier constructor

* Add a test for cudf.Series

* Add use_label_encoder to XGBRFClassifier doc

* Address reviewer feedback
2020-10-26 13:20:51 -07:00
Jiaming Yuan
029a8b533f
Simplify the data backends. (#5893) 2020-07-16 15:17:31 +08:00
Jiaming Yuan
a3ec964346
Accept iterator in device dmatrix. (#5783)
* Remove Device DMatrix.
2020-07-07 21:44:48 +08:00
Rory Mitchell
13b10a6370
Device dmatrix (#5420) 2020-03-28 14:42:21 +13:00