Jiaming Yuan
43a647a4dd
Fix inference with categorical feature. ( #8591 )
2022-12-15 17:57:26 +08:00
Jiaming Yuan
b90c6d25e8
Implement max_cat_threshold for CPU. ( #7957 )
2022-06-04 11:02:46 +08:00
Jiaming Yuan
46e0bce212
Use maximum category in sketch. ( #7853 )
2022-05-05 19:56:49 +08:00
Jiaming Yuan
317d7be6ee
Always use partition based categorical splits. ( #7857 )
2022-05-03 22:30:32 +08:00
Jiaming Yuan
0d0abe1845
Support optimal partitioning for GPU hist. ( #7652 )
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* Implement `MaxCategory` in quantile.
* Implement partition-based split for GPU evaluation. Currently, it's based on the existing evaluation function.
* Extract an evaluator from GPU Hist to store the needed states.
* Added some CUDA stream/event utilities.
* Update document with references.
* Fixed a bug in approx evaluator where the number of data points is less than the number of categories.
2022-02-15 03:03:12 +08:00
Jiaming Yuan
deab0e32ba
Validate out of range categorical value. ( #7576 )
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* Use float in CPU categorical set to preserve the input value.
* Check out of range values.
2022-01-18 20:16:19 +08:00
Jiaming Yuan
e5e47c3c99
Clarify the behavior of invalid categorical value handling. ( #7529 )
2022-01-13 16:11:52 +08:00
Jiaming Yuan
d7d1b6e3a6
CPU evaluation for cat data. ( #7393 )
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* Implementation for one hot based.
* Implementation for partition based. (LightGBM)
2021-11-06 14:41:35 +08:00
Jiaming Yuan
a55d43ccfd
Add test for invalid categorical data values. ( #7380 )
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* Add test for invalid categorical data values.
* Add check during sketching.
2021-11-02 18:00:52 +08:00
Jiaming Yuan
ac9bfaa4f2
Handle missing values in dataframe with category dtype. ( #7331 )
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* Replace -1 in pandas initializer.
* Unify `IsValid` functor.
* Mimic pandas data handling in cuDF glue code.
* Check invalid categories.
* Fix DDM sketching.
2021-10-28 03:33:54 +08:00
Jiaming Yuan
8fa32fdda2
Implement categorical data support for SHAP. ( #7053 )
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* Add CPU implementation.
* Update GPUTreeSHAP.
* Add GPU implementation by defining custom split condition.
2021-06-25 19:02:46 +08:00
Jiaming Yuan
20c95be625
Expand categorical node. ( #6028 )
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Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2020-08-25 18:53:57 +08:00
