9 Commits

Author SHA1 Message Date
Jiaming Yuan
8c676c889d
Remove internal use of gpu_id. (#9568) 2023-09-20 23:29:51 +08:00
Jiaming Yuan
04aff3af8e
Define the new device parameter. (#9362) 2023-07-13 19:30:25 +08:00
Jiaming Yuan
39390cc2ee
[breaking] Remove the predictor param, allow fallback to prediction using DMatrix. (#9129)
- A `DeviceOrd` struct is implemented to indicate the device. It will eventually replace the `gpu_id` parameter.
- The `predictor` parameter is removed.
- Fallback to `DMatrix` when `inplace_predict` is not available.
- The heuristic for choosing a predictor is only used during training.
2023-07-03 19:23:54 +08:00
Jiaming Yuan
2c70751d1e
Implement iterative DMatrix for CPU. (#8116) 2022-07-26 22:34:21 +08:00
Jiaming Yuan
4083440690
Small cleanups to various data types. (#8086)
- Use `bst_bin_t` in batch param constructor.
- Use `StringView` to avoid `std::string` when appropriate.
- Avoid using `MetaInfo` in quantile constructor to limit the scope of parameter.
2022-07-18 22:39:36 +08:00
Jiaming Yuan
64575591d8
Use context in SetInfo. (#7687)
* Use the name `Context`.
* Pass a context object into `SetInfo`.
* Add context to proxy matrix.
* Add context to iterative DMatrix.

This is to remove the use of the default number of threads during `SetInfo` as a follow-up on
removing the global omp variable while preparing for CUDA stream semantic.  Currently, XGBoost
uses the legacy CUDA stream, we will gradually remove them in the future in favor of non-blocking streams.
2022-03-24 22:16:26 +08:00
Jiaming Yuan
e6088366df
Export Python Interface for external memory. (#7070)
* Add Python iterator interface.
* Add tests.
* Add demo.
* Add documents.
* Handle empty dataset.
2021-07-22 15:15:53 +08:00
Jiaming Yuan
029a8b533f
Simplify the data backends. (#5893) 2020-07-16 15:17:31 +08:00
Jiaming Yuan
90a9c68874
Implement a DMatrix Proxy. (#5803) 2020-06-29 15:03:10 +08:00