291 Commits

Author SHA1 Message Date
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
b61d534472
Span: use size_t' for index_type, add front' and `back'. (#4935)
* Use `size_t' for index_type.  Add `front' and `back'.

* Remove a batch of `static_cast'.
2019-10-14 09:13:33 -04:00
Jiaming Yuan
4bbf062ed3
[Breaking] Update sklearn interface. (#4929)
* Remove nthread, seed, silent. Add tree_method, gpu_id, num_parallel_tree. Fix #4909.
* Check data shape. Fix #4896.
* Check element of eval_set is tuple. Fix #4875
*  Add doc for random_state with hogwild. Fixes #4919
2019-10-12 02:50:09 -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
Jiaming Yuan
4ab1df5fe6
Check deprecated n_gpus. (#4908) 2019-10-02 02:05:14 -04:00
Jiaming Yuan
d30e63a0a5
Support feature names/types for cudf. (#4902)
* Implement most of the pandas procedure for cudf except for type conversion.
* Requires an array of interfaces in metainfo.
2019-09-29 15:07:51 -04:00
Jiaming Yuan
d669ea1eaa
Deprecate set group (#4864)
* Convert jvm package and R package.

* Restore for compatibility.
2019-09-17 21:26:54 -04:00
Rong Ou
125bcec62e Move ellpack page construction into DMatrix (#4833) 2019-09-16 23:50:55 -04:00
Jiaming Yuan
6a5e805886
Add n_jobs as an alias of nthread. (#4842) 2019-09-09 19:57:12 -04:00
Jiaming Yuan
52d44e07fe
monitor for distributed envorinment. (#4829)
* Collect statistics from other ranks in monitor.

* Workaround old GCC bug.
2019-09-05 13:18:09 +08:00
Jiaming Yuan
c0fbeff0ab
Restrict access to cfg_ in gbm. (#4801)
* Restrict access to `cfg_` in gbm.

* Verify having correct updaters.

* Remove `grow_global_histmaker`

This updater is the same as `grow_histmaker`.  The former is not in our
document so we just remove it.
2019-09-02 00:43:19 -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
9700776597 Cudf support. (#4745)
* Initial support for cudf integration.

* Add two C APIs for consuming data and metainfo.

* Add CopyFrom for SimpleCSRSource as a generic function to consume the data.

* Add FromDeviceColumnar for consuming device data.

* Add new MetaInfo::SetInfo for consuming label, weight etc.
2019-08-19 16:51:40 +12:00
Rong Ou
c5b229632d [BREAKING] prevent multi-gpu usage (#4749)
* prevent multi-gpu usage

* fix distributed test

* combine gpu predictor tests

* set upper bound on n_gpus
2019-08-13 09:11:35 +12:00
sriramch
198f3a6c4a Enable natural copies of the batch iterators without the need of the clone method (#4748)
- the synthesized copy constructor should do the appropriate job
2019-08-09 11:47:35 -04:00
Rong Ou
19f9fd5de9 remove the qids_ field in MetaInfo (#4744) 2019-08-08 10:01:59 +08:00
Jiaming Yuan
2a4df8e29f
Add Json integer, remove specialization. (#4739) 2019-08-06 03:10:49 -04:00
Rong Ou
6edddd7966 Refactor DMatrix to return batches of different page types (#4686)
* Use explicit template parameter for specifying page type.
2019-08-03 15:10:34 -04:00
Jiaming Yuan
d2e1e4d5b4
A simple Json implementation for future use. (#4708)
* A simple Json implementation for future use.
2019-07-29 21:17:27 -04:00
Rong Ou
9b9e298ff2 remove RowSet which is no longer being used (#4697) 2019-07-25 17:25:58 -07:00
Jiaming Yuan
f0064c07ab
Refactor configuration [Part II]. (#4577)
* Refactor configuration [Part II].

* General changes:
** Remove `Init` methods to avoid ambiguity.
** Remove `Configure(std::map<>)` to avoid redundant copying and prepare for
   parameter validation. (`std::vector` is returned from `InitAllowUnknown`).
** Add name to tree updaters for easier debugging.

* Learner changes:
** Make `LearnerImpl` the only source of configuration.

    All configurations are stored and carried out by `LearnerImpl::Configure()`.

** Remove booster in C API.

    Originally kept for "compatibility reason", but did not state why.  So here
    we just remove it.

** Add a `metric_names_` field in `LearnerImpl`.
** Remove `LazyInit`.  Configuration will always be lazy.
** Run `Configure` before every iteration.

* Predictor changes:
** Allocate both cpu and gpu predictor.
** Remove cpu_predictor from gpu_predictor.

    `GBTree` is now used to dispatch the predictor.

** Remove some GPU Predictor tests.

* IO

No IO changes.  The binary model format stability is tested by comparing
hashing value of save models between two commits
2019-07-20 08:34:56 -04:00
Jiaming Yuan
d9a47794a5 Fix CPU hist init for sparse dataset. (#4625)
* Fix CPU hist init for sparse dataset.

* Implement sparse histogram cut.
* Allow empty features.

* Fix windows build, don't use sparse in distributed environment.

* Comments.

* Smaller threshold.

* Fix windows omp.

* Fix msvc lambda capture.

* Fix MSVC macro.

* Fix MSVC initialization list.

* Fix MSVC initialization list x2.

* Preserve categorical feature behavior.

* Rename matrix to sparse cuts.
* Reuse UseGroup.
* Check for categorical data when adding cut.

Co-Authored-By: Philip Hyunsu Cho <chohyu01@cs.washington.edu>

* Sanity check.

* Fix comments.

* Fix comment.
2019-07-04 16:27:03 -07:00
Jiaming Yuan
45876bf41b
Fix external memory for get column batches. (#4622)
* Fix external memory for get column batches.

This fixes two bugs:

* Use PushCSC for get column batches.
* Don't remove the created temporary directory before finishing test.

* Check all pages.
2019-06-30 09:56:49 +08:00
Jiaming Yuan
8bdf15120a
Implement tree model dump with code generator. (#4602)
* Implement tree model dump with a code generator.

* Split up generators.
* Implement graphviz generator.
* Use pattern matching.

* [Breaking] Return a Source in `to_graphviz` instead of Digraph in Python package.


Co-Authored-By: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2019-06-26 15:20:44 +08:00
Jiaming Yuan
ae05948e32
Feature interaction for GPU Hist. (#4534)
* GPU hist Interaction Constraints.
* Duplicate related parameters.
* Add tests for CPU interaction constraint.
* Add better error reporting.
* Thorough tests.
2019-06-19 18:11:02 +08:00
Rong Ou
e94f85f0e4 Deprecate single node multi-gpu mode (#4579)
* deprecate multi-gpu training

* add single node

* add warning
2019-06-19 15:51:38 +12:00
Jiaming Yuan
c5719cc457
Offload some configurations into GBM. (#4553)
This is part 1 of refactoring configuration.

* Move tree heuristic configurations.
* Split up declarations and definitions for GBTree.
* Implement UseGPU in gbm.
2019-06-14 09:18:51 +08:00
Jiaming Yuan
4591039eba
Remove remaining reg:linear. (#4544) 2019-06-11 16:04:09 +08:00
Jiaming Yuan
b48f895027
Fix prediction from loaded pickle. (#4516) 2019-05-30 15:05:09 +08:00
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
Bryan Woods
278562db13 Add support for cross-validation using query ID (#4474)
* adding support for matrix slicing with query ID for cross-validation

* hail mary test of unrar installation for windows tests

* trying to modify tests to run in Github CI

* Remove dependency on wget and unrar

* Save error log from R test

* Relax assertion in test_training

* Use int instead of bool in C function interface

* Revise R interface

* Add XGDMatrixSliceDMatrixEx and keep old XGDMatrixSliceDMatrix for API compatibility
2019-05-23 10:45:02 -07:00
Rong Ou
feb6ae3e18 Initial support for external memory in gpu_predictor (#4284) 2019-05-03 13:01:27 +12:00
Rory Mitchell
5e582b0fa7
Combine thread launches into single launch per tree for gpu_hist (#4343)
* Combine thread launches into single launch per tree for gpu_hist
algorithm.

* Address deprecation warning

* Add manual column sampler constructor

* Turn off omp dynamic to get a guaranteed number of threads

* Enable openmp in cuda code
2019-04-29 09:58:34 +12:00
Jiaming Yuan
77c03538b0
Fix node reuse. (#4404)
* Reinitialize `_sindex` when reallocating a deleted node.
2019-04-27 13:03:23 +08:00
Jiaming Yuan
207f058711 Refactor CMake scripts. (#4323)
* Refactor CMake scripts.

* Remove CMake CUDA wrapper.
* Bump CMake version for CUDA.
* Use CMake to handle Doxygen.
* Split up CMakeList.
* Export install target.
* Use modern CMake.
* Remove build.sh
* Workaround for gpu_hist test.
* Use cmake 3.12.

* Revert machine.conf.

* Move CLI test to gpu.

* Small cleanup.

* Support using XGBoost as submodule.

* Fix windows

* Fix cpp tests on Windows

* Remove duplicated find_package.
2019-04-15 10:08:12 -07:00
Rong Ou
81c1cd40ca add a test for cpu predictor using external memory (#4308)
* add a test for cpu predictor using external memory

* allow different page size for testing
2019-04-10 13:25:10 +12:00
Rory Mitchell
6d5b34d824
Further optimisations for gpu_hist. (#4283)
- Fuse final update position functions into a single more efficient kernel

- Refactor gpu_hist with a more explicit ellpack  matrix representation
2019-03-24 17:17:22 +13:00
Jiaming Yuan
fdcae024e7
Remove deprecated C APIs. (#4266) 2019-03-17 16:42:44 +08:00
Jiaming Yuan
7ea5675679
Add PushCSC for SparsePage. (#4193)
* Add PushCSC for SparsePage.

* Move Push* definitions into cc file.
* Add std:: prefix to `size_t` make clang++ happy.
* Address monitor count == 0.
2019-03-02 01:58:08 +08:00
Philip Hyunsu Cho
2aaae2e7bb
Fix #4163: always copy sliced data (#4165)
* Revert "Accept numpy array view. (#4147)"

This reverts commit a985a99cf0dacb26a5d734835473d492d3c2a0df.

* Fix #4163: always copy sliced data

* Remove print() from the test; check shape equality

* Check if 'base' attribute exists

* Fix lint

* Address reviewer comment

* Fix lint
2019-02-20 14:46:34 -08:00
Jiaming Yuan
a985a99cf0
Accept numpy array view. (#4147)
* Accept array view (slice) in metainfo.
2019-02-18 22:21:34 +08:00
Jiaming Yuan
e1240413c9
Fix gpu_hist apply_split test. (#4158) 2019-02-18 02:48:28 +08:00
Jiaming Yuan
2e618af743
Fix cpplint. (#4157)
* Add comment after #endif.
* Add missing headers.
2019-02-18 00:16:29 +08:00
Nan Zhu
ae3bb9c2d5
Distributed Fast Histogram Algorithm (#4011)
* add back train method but mark as deprecated

* add back train method but mark as deprecated

* add back train method but mark as deprecated

* fix scalastyle error

* fix scalastyle error

* fix scalastyle error

* fix scalastyle error

* init

* allow hist algo

* more changes

* temp

* update

* remove hist sync

* udpate rabit

* change hist size

* change the histogram

* update kfactor

* sync per node stats

* temp

* update

* final

* code clean

* update rabit

* more cleanup

* fix errors

* fix failed tests

* enforce c++11

* fix lint issue

* broadcast subsampled feature correctly

* revert some changes

* fix lint issue

* enable monotone and interaction constraints

* don't specify default for monotone and interactions

* update docs
2019-02-05 05:12:53 -08:00
Rory Mitchell
1fc37e4749 Require leaf statistics when expanding tree (#4015)
* Cache left and right gradient sums

* Require leaf statistics when expanding tree
2019-01-17 21:12:20 -08:00
Egor Smirnov
5f151c5cf3 Performance optimizations for Intel CPUs (#3957)
* Initial performance optimizations for xgboost

* remove includes

* revert float->double

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* fix for CI

* Check existence of _mm_prefetch and __builtin_prefetch

* Fix lint
2019-01-08 21:08:13 -08:00
Nan Zhu
773ddbcfcb
[BLOCKING] fix the issue with infrequent feature (#4045)
* fix the issue with infrequent feature

* handle exception

* use only 2 workers

* address the comments
2019-01-06 16:01:03 -08:00
Rory Mitchell
f75a21af25
Reduce tree expand boilerplate code (#4008) 2018-12-20 15:52:28 +13:00
Rory Mitchell
84c99f86f4
Combine TreeModel and RegTree (#3995) 2018-12-19 12:16:40 +13:00
Jiaming Yuan
c8c7b9649c
Fix and optimize logger (#4002)
* Fix logging switch statement.

* Remove debug_verbose_ in AllReducer.

* Don't construct the stream when not needed.

* Make default constructor deleted.

* Remove redundant IsVerbose.
2018-12-17 19:23:05 +08:00