83 Commits

Author SHA1 Message Date
Jiaming Yuan
93c44a9a64
Move feature names and types of DMatrix from Python to C++. (#5858)
* Add thread local return entry for DMatrix.
* Save feature name and feature type in binary file.

Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2020-07-07 09:40:13 +08:00
Jiaming Yuan
1a0801238e
Implement iterative DMatrix. (#5837) 2020-07-03 11:44:52 +08:00
Jiaming Yuan
90a9c68874
Implement a DMatrix Proxy. (#5803) 2020-06-29 15:03:10 +08:00
Jiaming Yuan
47c89775d6
Accept string for ArrayInterface constructor. (#5799) 2020-06-27 00:06:54 +08:00
Jiaming Yuan
c4d721200a
Implement extend method for meta info. (#5800)
* Implement extend for host device vector.
2020-06-20 03:32:03 +08:00
Jiaming Yuan
38ee514787
Implement fast number serialization routines. (#5772)
* Implement ryu algorithm.
* Implement integer printing.
* Full coverage roundtrip test.
2020-06-17 12:39:23 +08:00
fis
7c3a168ffd Revert "Accept string for ArrayInterface constructor."
This reverts commit e8ecafb8dc628f45b75b4c2844a236d27e0a6d98.
2020-06-16 20:02:35 +08:00
fis
e8ecafb8dc Accept string for ArrayInterface constructor. 2020-06-16 20:00:24 +08:00
Rory Mitchell
b47b5ac771
Use hypothesis (#5759)
* Use hypothesis

* Allow int64 array interface for groups

* Add packages to Windows CI

* Add to travis

* Make sure device index is set correctly

* Fix dask-cudf test

* appveyor
2020-06-16 12:45:59 +12:00
Jiaming Yuan
306e38ff31
Avoid including c_api.h in header files. (#5782) 2020-06-12 16:24:24 +08:00
Jiaming Yuan
cacff9232a
Remove column major specialization. (#5755)
Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2020-06-05 16:19:14 +08:00
Jiaming Yuan
8438c7d0e4
Fix IsDense. (#5702) 2020-05-26 08:24:37 +08:00
Jiaming Yuan
eaf2a00b5c
Enhance nvtx support. (#5636) 2020-05-06 22:54:24 +08:00
Jiaming Yuan
e726dd9902
Set device in device dmatrix. (#5596) 2020-04-25 13:42:53 +08:00
Jiaming Yuan
29a4cfe400
Group aware GPU sketching. (#5551)
* Group aware GPU weighted sketching.

* Distribute group weights to each data point.
* Relax the test.
* Validate input meta info.
* Fix metainfo copy ctor.
2020-04-20 17:18:52 +08:00
Jiaming Yuan
e1f22baf8c
Fix slice and get info. (#5552) 2020-04-18 18:00:13 +08:00
Rory Mitchell
ca4e05660e
Purge device_helpers.cuh (#5534)
* Simplifications with caching_device_vector

* Purge device helpers
2020-04-15 21:51:56 +12:00
Jiaming Yuan
6671b42dd4
Use ellpack for prediction only when sparsepage doesn't exist. (#5504) 2020-04-10 12:15:46 +08:00
Jiaming Yuan
0012f2ef93
Upgrade clang-tidy on CI. (#5469)
* Correct all clang-tidy errors.
* Upgrade clang-tidy to 10 on CI.

Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2020-04-05 04:42:29 +08:00
Jiaming Yuan
459b175dc6
Split up test helpers header. (#5455) 2020-04-03 10:36:53 +08:00
Jiaming Yuan
29c6ad943a
Prevent copying SimpleDMatrix. (#5453)
* Set default dtor for SimpleDMatrix to initialize default copy ctor, which is
deleted due to unique ptr.

* Remove commented code.
* Remove warning for calling host function (std::max).
* Remove warning for initialization order.
* Remove warning for unused variables.
2020-04-02 07:01:49 +08:00
Rory Mitchell
13b10a6370
Device dmatrix (#5420) 2020-03-28 14:42:21 +13:00
Jiaming Yuan
4942da64ae
Refactor tests with data generator. (#5439) 2020-03-27 06:44:44 +08:00
Rory Mitchell
b745b7acce
Fix memory usage of device sketching (#5407) 2020-03-14 13:43:24 +13:00
Rory Mitchell
3ad4333b0e
Partial rewrite EllpackPage (#5352) 2020-03-11 10:15:53 +13:00
Rory Mitchell
a38e7bd19c
Sketching from adapters (#5365)
* Sketching from adapters

* Add weights test
2020-03-07 21:07:58 +13:00
Jiaming Yuan
f2b8cd2922
Add number of columns to native data iterator. (#5202)
* Change native data iter into an adapter.
2020-02-25 23:42:01 +08:00
Rory Mitchell
b0ed3f0a66
Remove unnecessary DMatrix methods (#5324) 2020-02-25 12:40:39 +13:00
Jiaming Yuan
655cf17b60
Predict on Ellpack. (#5327)
* Unify GPU prediction node.
* Add `PageExists`.
* Dispatch prediction on input data for GPU Predictor.
2020-02-23 06:27:03 +08:00
Rory Mitchell
bc96ceb8b2
Refactor SparsePageSource, delete cache files after use (#5321)
* Refactor sparse page source

* Delete temporary cache files

* Log fatal if cache exists

* Log fatal if multiple threads used with prefetcher
2020-02-19 16:43:41 +13:00
Rory Mitchell
b2b2c4e231
Remove SimpleCSRSource (#5315) 2020-02-18 16:49:17 +13:00
Rong Ou
e4b74c4d22
Gradient based sampling for GPU Hist (#5093)
* Implement gradient based sampling for GPU Hist tree method.
* Add samplers and handle compacted page in GPU Hist.
2020-02-04 10:31:27 +08:00
Jiaming Yuan
fe8d72b50b
Cleanup warnings. (#5247)
From clang-tidy-9 and gcc-7: Invalid case style, narrowing definition, wrong
initialization order, unused variables.
2020-01-31 14:52:15 +08:00
Philip Hyunsu Cho
44469a0ca9
Extensible binary serialization format for DMatrix::MetaInfo (#5187)
* Turn xgboost::DataType into C++11 enum class

* New binary serialization format for DMatrix::MetaInfo

* Fix clang-tidy

* Fix c++ test

* Implement new format proposal

* Move helper functions to anonymous namespace; remove unneeded field

* Fix lint

* Add shape.

* Keep only roundtrip test.

* Fix test.

* various fixes

* Update data.cc

Co-authored-by: Jiaming Yuan <jm.yuan@outlook.com>
2020-01-23 11:33:17 -08:00
Rory Mitchell
9c56480c61
Support dmatrix construction from cupy array (#5206) 2020-01-22 13:15:27 +13:00
Rory Mitchell
a73e25e15f
Implement slice via adapters (#5198) 2020-01-14 12:55:41 +13:00
Rory Mitchell
8cbcc53ccb
Remove old cudf constructor code (#5194) 2020-01-10 16:35:23 +13:00
Rory Mitchell
87ebfc1315
Implement cudf construction with adapters. (#5189) 2020-01-09 20:23:06 +13:00
Jiaming Yuan
61286c6e8f
Fix wrapping GPU ID and prevent data copying. (#5160)
* Removed some data copying.

* Make sure gpu_id is valid before any configuration is carried out.
2019-12-27 16:51:08 +08:00
Rory Mitchell
3d04a8cc97
Use dynamic types for array interface columns instead of templates (#5108) 2019-12-21 16:08:10 +13:00
Rory Mitchell
c7cc657a4d
Use adapters for SparsePageDMatrix (#5092) 2019-12-11 15:59:23 +13:00
Rory Mitchell
979f74d51a
Group builder modified for incremental building (#5098) 2019-12-10 14:33:56 +13:00
Jiaming Yuan
64af1ecf86
[Breaking] Remove num roots. (#5059) 2019-12-05 21:58:43 +08:00
Rory Mitchell
e3c34c79be
External data adapters (#5044)
* Use external data adapters as lightweight intermediate layer between external data and DMatrix
2019-12-04 10:56:17 +13:00
Jiaming Yuan
d667ea9335
[CI] Fix Travis tests. (#5062)
- Install wget explicitly to match openssl.
- Install CMake explicitly.
- Use newer miniconda link.
- Reenable unittests.
- gcc@9 + xcode@10 for osx due to missing <_stdio.h>.  Other versions of gcc should also work.  But as homebrew pour gcc@9 after update by default, so I just stick with latest version.
- Disabled one external memory test for OSX.  Not sure about the thread implementation in there and fixing external memory is beyond the scope of this PR.
- Use Python3 with conda in jvm package.
2019-11-25 03:32:10 +08:00
Rong Ou
0afcc55d98 Support multiple batches in gpu_hist (#5014)
* Initial external memory training support for GPU Hist tree method.
2019-11-16 14:50:20 +08:00
Jiaming Yuan
97abcc7ee2
Extract interaction constraint from split evaluator. (#5034)
*  Extract interaction constraints from split evaluator.

The reason for doing so is mostly for model IO, where num_feature and interaction_constraints are copied in split evaluator. Also interaction constraint by itself is a feature selector, acting like column sampler and it's inefficient to bury it deep in the evaluator chain. Lastly removing one another copied parameter is a win.

*  Enable inc for approx tree method.

As now the implementation is spited up from evaluator class, it's also enabled for approx method.

*  Removing obsoleted code in colmaker.

They are never documented nor actually used in real world. Also there isn't a single test for those code blocks.

*  Unifying the types used for row and column.

As the size of input dataset is marching to billion, incorrect use of int is subject to overflow, also singed integer overflow is undefined behaviour. This PR starts the procedure for unifying used index type to unsigned integers. There's optimization that can utilize this undefined behaviour, but after some testings I don't see the optimization is beneficial to XGBoost.
2019-11-14 20:11:41 +08:00
Rong Ou
5b1715d97c Write ELLPACK pages to disk (#4879)
* add ellpack source
* add batch param
* extract function to parse cache info
* construct ellpack info separately
* push batch to ellpack page
* write ellpack page.
* make sparse page source reusable
2019-10-22 23:44:32 -04:00
Jiaming Yuan
5620322a48
[Breaking] Add global versioning. (#4936)
* Use CMake config file for representing version.

* Generate c and Python version file with CMake.

The generated file is written into source tree.  But unless XGBoost upgrades
its version, there will be no actual modification.  This retains compatibility
with Makefiles for R.

* Add XGBoost version the DMatrix binaries.
* Simplify prefetch detection in CMakeLists.txt
2019-10-22 23:27:26 -04:00
Jiaming Yuan
7e477a2adb
Fix data loading (#4862)
* Fix loading text data.
* Fix config regex.
* Try to explain the error better in exception.
* Update doc.
2019-10-22 12:33:14 -04:00