14 Commits

Author SHA1 Message Date
Rory Mitchell
f75a21af25
Reduce tree expand boilerplate code (#4008) 2018-12-20 15:52:28 +13:00
Rory Mitchell
93f9ce9ef9
Single precision histograms on GPU (#3965)
* Allow single precision histogram summation in gpu_hist

* Add python test, reduce run-time of gpu_hist tests

* Update documentation
2018-12-10 10:55:30 +13:00
trivialfis
516457fadc Add basic unittests for gpu-hist method. (#3785)
* Split building histogram into separated class.
* Extract `InitCompressedRow` definition.
* Basic tests for gpu-hist.
* Document the code more verbosely.
* Removed `HistCutUnit`.
* Removed some duplicated copies in `GPUHistMaker`.
* Implement LCG and use it in tests.
2018-10-15 15:47:00 +13:00
Rory Mitchell
686e990ffc
GPU memory usage fixes + column sampling refactor (#3635)
* Remove thrust copy calls

* Fix  histogram memory usage

* Cap extreme histogram memory usage

* More efficient column sampling

* Use column sampler across updaters

* More efficient split evaluation on GPU with column sampling
2018-08-27 16:26:46 +12:00
Thejaswi
0e78034607 Shared memory atomics while building histogram (#3384)
* Use shared memory atomics for building histograms, whenever possible
2018-06-19 16:03:09 +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
Rory Mitchell
1b77903eeb
Fix several GPU bugs (#2916)
* Fix #2905

* Fix gpu_exact test failures

* Fix bug in GPU prediction where multiple calls to batch prediction can produce incorrect results

* Fix GPU documentation formatting
2017-12-04 08:27:49 +13:00
Rory Mitchell
c51adb49b6
Monotone constraints for gpu_hist (#2904) 2017-11-30 10:26:19 +13:00
Rory Mitchell
40c6e2f0c8
Improved gpu_hist_experimental algorithm (#2866)
- Implement colsampling, subsampling for gpu_hist_experimental

 - Optimised multi-GPU implementation for gpu_hist_experimental

 - Make nccl optional

 - Add Volta architecture flag

 - Optimise RegLossObj

 - Add timing utilities for debug verbose mode

 - Bump required cuda version to 8.0
2017-11-11 13:58:40 +13:00
Rory Mitchell
d9d5293cdb Add warnings for large labels when using GPU histogram algorithms (#2834) 2017-10-26 17:31:10 +13:00
Rory Mitchell
4cb2f7598b -Add experimental GPU algorithm for lossguided mode (#2755)
-Improved GPU algorithm unit tests
-Removed some thrust code to improve compile times
2017-10-01 00:18:35 +13:00
Vadim Khotilovich
74db9757b3 [R package] GPU support (#2732)
* [R] MSVC compatibility

* [GPU] allow seed in BernoulliRng up to size_t and scale to uint32_t

* R package build with cmake and CUDA

* R package CUDA build fixes and cleanups

* always export the R package native initialization routine on windows

* update the install instructions doc

* fix lint

* use static_cast directly to set BernoulliRng seed

* [R] demo for GPU accelerated algorithm

* tidy up the R package cmake stuff

* R pack cmake: installs main dependency packages if needed

* [R] version bump in DESCRIPTION

* update NEWS

* added short missing/sparse values explanations to FAQ
2017-09-28 18:15:28 -05:00
Rory Mitchell
e6a9063344 Integer gradient summation for GPU histogram algorithm. (#2681) 2017-09-08 15:07:29 +12:00
Rory Mitchell
15267eedf2 [GPU-Plugin] Major refactor 2 (#2664)
* Change cmake option

* Move source files

* Move google tests

* Move python tests

* Move benchmarks

* Move documentation

* Remove makefile support

* Fix test run

* Move GPU tests
2017-09-08 09:57:16 +12:00