5 Commits

Author SHA1 Message Date
Rory Mitchell
a96039141a
Dmatrix refactor stage 1 (#3301)
* Use sparse page as singular CSR matrix representation

* Simplify dmatrix methods

* Reduce statefullness of batch iterators

* BREAKING CHANGE: Remove prob_buffer_row parameter. Users are instead recommended to sample their dataset as a preprocessing step before using XGBoost.
2018-06-07 10:25:58 +12:00
Rory Mitchell
ccf80703ef
Clang-tidy static analysis (#3222)
* Clang-tidy static analysis

* Modernise checks

* Google coding standard checks

* Identifier renaming according to Google style
2018-04-19 18:57:13 +12:00
Andrew V. Adinetz
d5992dd881 Replaced std::vector-based interfaces with HostDeviceVector-based interfaces. (#3116)
* Replaced std::vector-based interfaces with HostDeviceVector-based interfaces.

- replacement was performed in the learner, boosters, predictors,
  updaters, and objective functions
- only interfaces used in training were replaced;
  interfaces like PredictInstance() still use std::vector
- refactoring necessary for replacement of interfaces was also performed,
  such as using HostDeviceVector in prediction cache

* HostDeviceVector-based interfaces for custom objective function example plugin.
2018-02-28 13:00:04 +13:00
Scott Lundberg
78c4188cec SHAP values for feature contributions (#2438)
* SHAP values for feature contributions

* Fix commenting error

* New polynomial time SHAP value estimation algorithm

* Update API to support SHAP values

* Fix merge conflicts with updates in master

* Correct submodule hashes

* Fix variable sized stack allocation

* Make lint happy

* Add docs

* Fix typo

* Adjust tolerances

* Remove unneeded def

* Fixed cpp test setup

* Updated R API and cleaned up

* Fixed test typo
2017-10-12 12:35:51 -07:00
Rory Mitchell
ef23e424f1 [GPU-Plugin] Add GPU accelerated prediction (#2593)
* [GPU-Plugin] Add GPU accelerated prediction

* Improve allocation message

* Update documentation

* Resolve linker error for predictor

* Add unit tests
2017-08-16 12:31:59 +12:00