427 Commits

Author SHA1 Message Date
Philip Hyunsu Cho
41ce8f28b2
[jvm-packages] Add Scala version suffix to xgboost-jvm package (#9776)
* Update JVM script (#9714)

* Bump version to 2.0.2; revamp pom.xml

* Update instructions in prepare_jvm_release.py

* Fix formatting
2023-11-08 10:17:26 -08:00
Jiaming Yuan
58aa98a796
Bump version to 2.0.1. (#9660) 2023-10-13 08:47:32 +08:00
Jiaming Yuan
a0d3573c74
[backport] Fix device dispatch for linear updater. (#9507) (#9532) 2023-08-29 15:10:43 +08:00
Jiaming Yuan
f05294a6f2
Fix clang warnings. (#9447)
- static function in header. (which is marked as unused due to translation unit
visibility).
- Implicit copy operator is deprecated.
- Unused lambda capture.
- Moving a temporary variable prevents copy elision.
2023-08-09 15:34:45 +08:00
Philip Hyunsu Cho
7ce090e775
Handle UTF-8 paths correctly on Windows platform (#9443)
* Fix round-trip serialization with UTF-8 paths

* Add compiler version check

* Add comment to C API functions

* Add Python tests

* [CI] Updatre MacOS deployment target

* Use std::filesystem instead of dmlc::TemporaryDirectory
2023-08-07 23:27:25 -07:00
Jiaming Yuan
54029a59af
Bound the size of the histogram cache. (#9440)
- A new histogram collection with a limit in size.
- Unify histogram building logic between hist, multi-hist, and approx.
2023-08-08 03:21:26 +08:00
Jiaming Yuan
e93a274823
Small cleanup for histogram routines. (#9427)
* Small cleanup for histogram routines.

- Extract hist train param from GPU hist.
- Make histogram const after construction.
- Unify parameter names.
2023-08-02 18:28:26 +08:00
Jiaming Yuan
a196443a07
Implement sketching with Hessian on GPU. (#9399)
- Prepare for implementing approx on GPU.
- Unify the code path between weighted and uniform sketching on DMatrix.
2023-07-24 15:43:03 +08:00
Jiaming Yuan
16eb41936d
Handle the new device parameter in dask and demos. (#9386)
* Handle the new `device` parameter in dask and demos.

- Check no ordinal is specified in the dask interface.
- Update demos.
- Update dask doc.
- Update the condition for QDM.
2023-07-15 19:11:20 +08:00
Jiaming Yuan
04aff3af8e
Define the new device parameter. (#9362) 2023-07-13 19:30:25 +08:00
Jiaming Yuan
20c52f07d2
Support exporting cut values (#9356) 2023-07-08 15:32:41 +08:00
Jiaming Yuan
645037e376
Improve test coverage with predictor configuration. (#9354)
* Improve test coverage with predictor configuration.

- Test with ext memory.
- Test with QDM.
- Test with dart.
2023-07-05 15:17:22 +08:00
Jiaming Yuan
39390cc2ee
[breaking] Remove the predictor param, allow fallback to prediction using DMatrix. (#9129)
- A `DeviceOrd` struct is implemented to indicate the device. It will eventually replace the `gpu_id` parameter.
- The `predictor` parameter is removed.
- Fallback to `DMatrix` when `inplace_predict` is not available.
- The heuristic for choosing a predictor is only used during training.
2023-07-03 19:23:54 +08:00
Rong Ou
962a20693f
More support for column split in cpu predictor (#9244)
- Added column split support to `PredictInstance` and `PredictLeaf`.
- Refactoring of tests.
2023-06-05 08:05:38 +08:00
Jiaming Yuan
17fd3f55e9
Optimize adapter element counting on GPU. (#9209)
- Implement a simple `IterSpan` for passing iterators with size.
- Use shared memory for column size counts.
- Use one thread for each sample in row count to reduce atomic operations.
2023-05-30 23:28:43 +08:00
Stephan T. Lavavej
59edfdb315
Fix typo: _defined => defined (#9153) 2023-05-11 16:34:45 -07:00
Jiaming Yuan
08ce495b5d
Use Booster context in DMatrix. (#8896)
- Pass context from booster to DMatrix.
- Use context instead of integer for `n_threads`.
- Check the consistency configuration for `max_bin`.
- Test for all combinations of initialization options.
2023-04-28 21:47:14 +08:00
Jiaming Yuan
1f9a57d17b
[Breaking] Require format to be specified in input URI. (#9077)
Previously, we use `libsvm` as default when format is not specified. However, the dmlc
data parser is not particularly robust against errors, and the most common type of error
is undefined format.

Along with which, we will recommend users to use other data loader instead. We will
continue the maintenance of the parsers as it's currently used for many internal tests
including federated learning.
2023-04-28 19:45:15 +08:00
Jiaming Yuan
0e470ef606
Optimize prediction with QuantileDMatrix. (#9096)
- Reduce overhead in `FVecDrop`.
- Reduce overhead caused by `HostVector()` calls.
2023-04-28 00:51:41 +08:00
Jiaming Yuan
96d3f8a6f3
[doc] Update document. (#9098)
- Mention flink is still under construction.
- Update doxygen version.
- Fix warnings from doxygen about defgroup title and mismatched parameter name.
2023-04-27 19:29:03 +08:00
Rong Ou
a320b402a5
More refactoring to take advantage of collective aggregators (#9081) 2023-04-26 03:36:09 +08:00
Jiaming Yuan
bcb55d3b6a
Portable macro definition. (#8999) 2023-03-31 20:48:59 +08:00
Rong Ou
ff26cd3212
More tests for column split and vertical federated learning (#8985)
Added some more tests for the learner and fit_stump, for both column-wise distributed learning and vertical federated learning.

Also moved the `IsRowSplit` and `IsColumnSplit` methods from the `DMatrix` to the `MetaInfo` since in some places we only have access to the `MetaInfo`. Added a new convenience method `IsVerticalFederatedLearning`.

Some refactoring of the testing fixtures.
2023-03-28 16:40:26 +08:00
Jiaming Yuan
acc110c251
[MT-TREE] Support prediction cache and model slicing. (#8968)
- Fix prediction range.
- Support prediction cache in mt-hist.
- Support model slicing.
- Make the booster a Python iterable by defining `__iter__`.
- Cleanup removed/deprecated parameters.
- A new field in the output model `iteration_indptr` for pointing to the ranges of trees for each iteration.
2023-03-27 23:10:54 +08:00
Jiaming Yuan
151882dd26
Initial support for multi-target tree. (#8616)
* Implement multi-target for hist.

- Add new hist tree builder.
- Move data fetchers for tests.
- Dispatch function calls in gbm base on the tree type.
2023-03-22 23:49:56 +08:00
Jiaming Yuan
a05799ed39
Specify char type in JSON. (#8949)
char is defined as signed on x86 but unsigned on arm64

- Use `std::int8_t` instead of char.
- Fix include when clang is pretending to be gcc.
2023-03-22 19:13:44 +08:00
Rong Ou
b240f055d3
Support vertical federated learning (#8932) 2023-03-22 14:25:26 +08:00
Jiaming Yuan
72e8331eab
Reimplement the NDCG metric. (#8906)
- Add support for non-exp gain.
- Cache the DMatrix object to avoid re-calculating the IDCG.
- Make GPU implementation deterministic. (no atomic add)
2023-03-15 03:26:17 +08:00
Jiaming Yuan
910ce580c8
Clear all cache after model load. (#8904) 2023-03-14 22:09:36 +08:00
Jiaming Yuan
9bade7203a
Remove public access to tree model param. (#8902)
* Make tree model param a private member.
* Number of features and targets are immutable after construction.

This is to reduce the number of places where we can run configuration.
2023-03-13 20:55:10 +08:00
Jiaming Yuan
36a7396658
Replace dmlc any with std any. (#8892) 2023-03-11 06:11:04 +08:00
Jiaming Yuan
2aa838c75e
Define multi-strategy parameter. (#8890) 2023-03-11 02:58:01 +08:00
Jiaming Yuan
6deaec8027
Pass obj info by reference instead of by value. (#8889)
- Pass obj info into tree updater as const pointer.

This way we don't have to initialize the learner model param before configuring gbm, hence
breaking up the dependency of configurations.
2023-03-11 01:38:28 +08:00
Jiaming Yuan
5feee8d4a9
Define core multi-target regression tree structure. (#8884)
- Define a new tree struct embedded in the `RegTree`.
- Provide dispatching functions in `RegTree`.
- Fix some c++-17 warnings about the use of nodiscard (currently we disable the warning on
  the CI).
- Use uint32_t instead of size_t for `bst_target_t` as it has a defined size and can be used
  as part of dmlc parameter.
- Hide the `Segment` struct inside the categorical split matrix.
2023-03-09 19:03:06 +08:00
Jiaming Yuan
f236640427
Support F order for the tensor type. (#8872)
- Add F order support for tensor and view.
- Use parameter pack for automatic type cast. (avoid excessive static cast for shape).
2023-03-08 03:27:49 +08:00
Jiaming Yuan
228a46e8ad
Support learning rate for zero-hessian objectives. (#8866) 2023-03-06 20:33:28 +08:00
Jiaming Yuan
4d665b3fb0
Restore clang tidy test. (#8861) 2023-03-03 13:47:04 -08:00
Rong Ou
7cbaee9916
Support column split in approx tree method (#8847) 2023-03-02 03:59:07 +08:00
Jiaming Yuan
d54ef56f6f
Fix cache with gc (#8851)
- Make DMatrixCache thread-safe.
- Remove the use of thread-local memory.
2023-03-01 00:39:06 +08:00
Mauro Leggieri
90c0633a28
Fixes compilation errors on MSVC x86 targets (#8823) 2023-02-26 03:20:28 +08:00
Rong Ou
a65ad0bd9c
Support column split in histogram builder (#8811) 2023-02-17 22:37:01 +08:00
Jiaming Yuan
cce4af4acf
Initial support for quantile loss. (#8750)
- Add support for Python.
- Add objective.
2023-02-16 02:30:18 +08:00
Jiaming Yuan
282b1729da
Specify the number of threads for parallel sort. (#8735)
* Specify the number of threads for parallel sort.

- Pass context object into argsort.
- Replace macros with inline functions.
2023-02-16 00:20:19 +08:00
Jiaming Yuan
594371e35b
Fix CPP lint. (#8807) 2023-02-15 20:16:35 +08:00
Jiaming Yuan
81b2ee1153
Pass DMatrix into metric for caching. (#8790) 2023-02-13 22:15:05 +08:00
Jiaming Yuan
d11a0044cf
Generalize prediction cache. (#8783)
* Extract most of the functionality into `DMatrixCache`.
* Move API entry to independent file to reduce dependency on `predictor.h` file.
* Add test.

---------

Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2023-02-13 12:36:43 +08:00
Jiaming Yuan
199c421d60
Send default configuration from metric to objective. (#8760) 2023-02-09 20:18:07 +08:00
Jiaming Yuan
5f76edd296
Extract make metric name from ranking metric. (#8768)
- Extract the metric parsing routine from ranking.
- Add a test.
- Accept null for string view.
2023-02-09 18:30:21 +08:00
Rong Ou
66191e9926
Support cpu quantile sketch with column-wise data split (#8742) 2023-02-05 14:26:24 +08:00
Jiaming Yuan
c1786849e3
Use array interface for CSC matrix. (#8672)
* Use array interface for CSC matrix.

Use array interface for CSC matrix and align the interface with CSR and dense.

- Fix nthread issue in the R package DMatrix.
- Unify the behavior of handling `missing` with other inputs.
- Unify the behavior of handling `missing` around R, Python, Java, and Scala DMatrix.
- Expose `num_non_missing` to the JVM interface.
- Deprecate old CSR and CSC constructors.
2023-02-05 01:59:46 +08:00