14 Commits

Author SHA1 Message Date
Jiaming Yuan
5b1161bb64
Convert labels into tensor. (#7456)
* Add a new ctor to tensor for `initilizer_list`.
* Change labels from host device vector to tensor.
* Rename the field from `labels_` to `labels` since it's a public member.
2021-12-17 00:58:35 +08:00
Jiaming Yuan
4100827971
Pass infomation about objective to tree methods. (#7385)
* Define the `ObjInfo` and pass it down to every tree updater.
2021-11-04 01:52:44 +08:00
Jiaming Yuan
abec3dbf6d
Fix thread safety of softmax prediction. (#7104) 2021-07-16 02:06:55 +08:00
Jiaming Yuan
a9ec0ea6da
Align device id in predict transform with predictor. (#6662) 2021-02-02 08:33:29 +08:00
Jiaming Yuan
c8bdb652c4
Add check for length of weights. (#4872) 2019-12-21 11:30:58 +08:00
Jiaming Yuan
ae536756ae
Add Model and Configurable interface. (#4945)
* Apply Configurable to objective functions.
* Apply Model to Learner and Regtree, gbm.
* Add Load/SaveConfig to objs.
* Refactor obj tests to use smart pointer.
* Dummy methods for Save/Load Model.
2019-10-18 01:56:02 -04:00
Jiaming Yuan
095de3bf5f
Export c++ headers in CMake installation. (#4897)
* Move get transpose into cc.

* Clean up headers in host device vector, remove thrust dependency.

* Move span and host device vector into public.

* Install c++ headers.

* Short notes for c and c++.

Co-Authored-By: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2019-10-06 23:53:09 -04:00
Rong Ou
38ab79f889 Make HostDeviceVector single gpu only (#4773)
* Make HostDeviceVector single gpu only
2019-08-26 09:51:13 +12:00
Jiaming Yuan
c589eff941
De-duplicate GPU parameters. (#4454)
* Only define `gpu_id` and `n_gpus` in `LearnerTrainParam`
* Pass LearnerTrainParam through XGBoost vid factory method.
* Disable all GPU usage when GPU related parameters are not specified (fixes XGBoost choosing GPU over aggressively).
* Test learner train param io.
* Fix gpu pickling.
2019-05-29 11:55:57 +08:00
Jiaming Yuan
2e618af743
Fix cpplint. (#4157)
* Add comment after #endif.
* Add missing headers.
2019-02-18 00:16:29 +08:00
Jiaming Yuan
daf77ca7b7
Enable running objectives with 0 GPU. (#3878)
* Enable running objectives with 0 GPU.

* Enable 0 GPU for objectives.
* Add doc for GPU objectives.
* Fix some objectives defaulted to running on all GPUs.
2018-11-13 20:19:59 +13:00
Jiaming Yuan
f1275f52c1
Fix specifying gpu_id, add tests. (#3851)
* Rewrite gpu_id related code.

* Remove normalised/unnormalised operatios.
* Address difference between `Index' and `Device ID'.
* Modify doc for `gpu_id'.
* Better LOG for GPUSet.
* Check specified n_gpus.
* Remove inappropriate `device_idx' term.
* Clarify GpuIdType and size_t.
2018-11-06 18:17:53 +13:00
Andy Adinets
2a59ff2f9b Multi-GPU support in GPUPredictor. (#3738)
* Multi-GPU support in GPUPredictor.

- GPUPredictor is multi-GPU
- removed DeviceMatrix, as it has been made obsolete by using HostDeviceVector in DMatrix

* Replaced pointers with spans in GPUPredictor.

* Added a multi-GPU predictor test.

* Fix multi-gpu test.

* Fix n_rows < n_gpus.

* Reinitialize shards when GPUSet is changed.
* Tests range of data.

* Remove commented code.

* Remove commented code.
2018-10-23 22:59:11 -07:00
trivialfis
d594b11f35 Implement transform to reduce CPU/GPU code duplication. (#3643)
* Implement Transform class.
* Add tests for softmax.
* Use Transform in regression, softmax and hinge objectives, except for Cox.
* Mark old gpu objective functions deprecated.
* static_assert for softmax.
* Split up multi-gpu tests.
2018-10-02 15:06:21 +13:00