4 Commits

Author SHA1 Message Date
Bobby Wang
686caad40c
[jvm-package] remove the coalesce in barrier mode (#7846) 2022-04-27 23:34:22 +08:00
Bobby Wang
24be04e848
[jvm-packages] Add DeviceQuantileDMatrix to Scala binding (#7459) 2021-11-24 20:23:18 +08:00
Bobby Wang
0ee11dac77
[jvm-packages][xgboost4j-gpu] Support GPU dataframe and DeviceQuantileDMatrix (#7195)
Following classes are added to support dataframe in java binding:

- `Column` is an abstract type for a single column in tabular data.
- `ColumnBatch` is an abstract type for dataframe.

- `CuDFColumn` is an implementaiton of `Column` that consume cuDF column
- `CudfColumnBatch` is an implementation of `ColumnBatch` that consumes cuDF dataframe.

- `DeviceQuantileDMatrix` is the interface for quantized data.

The Java implementation mimics the Python interface and uses `__cuda_array_interface__` protocol for memory indexing.  One difference is on JVM package, the data batch is staged on the host as java iterators cannot be reset.

Co-authored-by: jiamingy <jm.yuan@outlook.com>
2021-09-24 14:25:00 +08:00
Philip Hyunsu Cho
ec6ce08cd0
[jvm-packages] Make it easier to release GPU/CPU code artifacts to Maven Central (#6940) 2021-05-04 14:00:03 -07:00