14 Commits

Author SHA1 Message Date
Rong Ou
ff26cd3212
More tests for column split and vertical federated learning (#8985)
Added some more tests for the learner and fit_stump, for both column-wise distributed learning and vertical federated learning.

Also moved the `IsRowSplit` and `IsColumnSplit` methods from the `DMatrix` to the `MetaInfo` since in some places we only have access to the `MetaInfo`. Added a new convenience method `IsVerticalFederatedLearning`.

Some refactoring of the testing fixtures.
2023-03-28 16:40:26 +08:00
Jiaming Yuan
151882dd26
Initial support for multi-target tree. (#8616)
* Implement multi-target for hist.

- Add new hist tree builder.
- Move data fetchers for tests.
- Dispatch function calls in gbm base on the tree type.
2023-03-22 23:49:56 +08:00
Rong Ou
b240f055d3
Support vertical federated learning (#8932) 2023-03-22 14:25:26 +08:00
Rong Ou
a65ad0bd9c
Support column split in histogram builder (#8811) 2023-02-17 22:37:01 +08:00
Jiaming Yuan
8a16944664
Fix ranking with quantile dmatrix and group weight. (#8762) 2023-02-10 20:32:35 +08:00
Jiaming Yuan
a2e433a089
Fix empty DMatrix with categorical features. (#8739) 2023-02-07 00:40:11 +08:00
Rong Ou
66191e9926
Support cpu quantile sketch with column-wise data split (#8742) 2023-02-05 14:26:24 +08:00
Rong Ou
668b8a0ea4
[Breaking] Switch from rabit to the collective communicator (#8257)
* Switch from rabit to the collective communicator

* fix size_t specialization

* really fix size_t

* try again

* add include

* more include

* fix lint errors

* remove rabit includes

* fix pylint error

* return dict from communicator context

* fix communicator shutdown

* fix dask test

* reset communicator mocklist

* fix distributed tests

* do not save device communicator

* fix jvm gpu tests

* add python test for federated communicator

* Update gputreeshap submodule

Co-authored-by: Hyunsu Philip Cho <chohyu01@cs.washington.edu>
2022-10-05 14:39:01 -08:00
Jiaming Yuan
55cf24cc32
Obtain CSR matrix from DMatrix. (#8269) 2022-09-29 20:41:43 +08:00
Jiaming Yuan
4056974e37
Fix sparse threshold warning. (#8268) 2022-09-26 22:22:11 +08:00
Jiaming Yuan
bdf265076d
Make QuantileDMatrix default to sklearn esitmators. (#8220) 2022-09-13 13:52:19 +08:00
Jiaming Yuan
441ffc017a
Copy data from Ellpack to GHist. (#8215) 2022-09-06 23:05:49 +08:00
Jiaming Yuan
16bca5d4a1
Support CPU input for device QuantileDMatrix. (#8136)
- Copy `GHistIndexMatrix` to `Ellpack` when needed.
2022-08-11 21:21:26 +08:00
Jiaming Yuan
2c70751d1e
Implement iterative DMatrix for CPU. (#8116) 2022-07-26 22:34:21 +08:00