Jiaming Yuan
a76d6c6131
Fix cpp deprecation. ( #10010 )
2024-01-26 02:13:40 +08:00
Philip Hyunsu Cho
c8f5d190c6
[CI] Stop Windows pipeline upon a failing pytest ( #10003 )
2024-01-24 22:54:21 -08:00
Jiaming Yuan
cacb4b1fdd
Fix gain calculation in multi-target tree. ( #9978 )
2024-01-17 13:18:44 +08:00
Jiaming Yuan
85d09245f6
Fix error handling in the event loop. ( #9990 )
2024-01-17 05:35:35 +08:00
Jiaming Yuan
2f57bbde3c
Additional tests for attributes and model booosted rounds. ( #9962 )
2024-01-09 09:54:39 +08:00
Jiaming Yuan
38dd91f491
Save model in ubj as the default. ( #9947 )
2024-01-05 17:53:36 +08:00
Jiaming Yuan
c03a4d5088
Check support status for categorical features. ( #9946 )
2024-01-04 16:51:33 +08:00
Jiaming Yuan
621348abb3
Fix multi-output with alternating strategies. ( #9933 )
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Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2024-01-04 16:41:13 +08:00
david-cortes
3c004a4145
[R] Add missing DMatrix functions ( #9929 )
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* `XGDMatrixGetQuantileCut`
* `XGDMatrixNumNonMissing`
* `XGDMatrixGetDataAsCSR`
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Co-authored-by: Jiaming Yuan <jm.yuan@outlook.com>
2024-01-03 17:29:21 +08:00
Jiaming Yuan
a7226c0222
Fix feature names with special characters. ( #9923 )
2023-12-28 22:45:13 +08:00
Dmitry Razdoburdin
43897b8296
Sycl implementation for objective functions ( #9846 )
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Co-authored-by: Dmitry Razdoburdin <>
2023-12-12 14:41:50 +08:00
Jiaming Yuan
faf0f2df10
Support dataframe data format in native XGBoost. ( #9828 )
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- Implement a columnar adapter.
- Refactor Python pandas handling code to avoid converting into a single numpy array.
- Add support in R for transforming columns.
- Support R data.frame and factor type.
2023-12-12 09:56:31 +08:00
Jiaming Yuan
42de9206fc
Support multi-target, fit intercept for hinge. ( #9850 )
2023-12-08 05:50:41 +08:00
Jiaming Yuan
39c637ee19
Use array interface in Python prediction return. ( #9855 )
2023-12-08 03:42:14 +08:00
Dmitry Razdoburdin
381f1d3dc9
Add support inference on SYCL devices ( #9800 )
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Co-authored-by: Dmitry Razdoburdin <>
Co-authored-by: Nikolay Petrov <nikolay.a.petrov@intel.com>
Co-authored-by: Alexandra <alexandra.epanchinzeva@intel.com>
2023-12-04 16:15:57 +08:00
Jiaming Yuan
8fe1a2213c
Cleanup code for distributed training. ( #9805 )
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* Cleanup code for distributed training.
- Merge `GetNcclResult` into nccl stub.
- Split up utilities from the main dask module.
- Let Channel return `Result` to accommodate nccl channel.
- Remove old `use_label_encoder` parameter.
2023-11-25 09:10:56 +08:00
Jiaming Yuan
1877cb8e83
Change default metric for gamma regression to deviance. ( #9757 )
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* Change default metric for gamma regression to deviance.
- Cleanup the gamma implementation.
- Use deviance instead since the objective is derived from deviance.
2023-11-22 21:17:48 +08:00
Jiaming Yuan
0715ab3c10
Use dlopen to load NCCL. ( #9796 )
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This PR adds optional support for loading nccl with `dlopen` as an alternative of compile time linking. This is to address the size bloat issue with the PyPI binary release.
- Add CMake option to load `nccl` at runtime.
- Add an NCCL stub.
After this, `nccl` will be fetched from PyPI when using pip to install XGBoost, either by a user or by `pyproject.toml`. Others who want to link the nccl at compile time can continue to do so without any change.
At the moment, this is Linux only since we only support MNMG on Linux.
2023-11-22 19:27:31 +08:00
Jiaming Yuan
fedd9674c8
Implement column sampler in CUDA. ( #9785 )
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- CUDA implementation.
- Extract the broadcasting logic, we will need the context parameter after revamping the collective implementation.
- Some changes to the event loop for fixing a deadlock in CI.
- Move argsort into algorithms.cuh, add support for cuda stream.
2023-11-17 04:29:08 +08:00
Jiaming Yuan
ada377c57e
[coll] Reduce the scope of lock in the event loop. ( #9784 )
2023-11-15 14:16:19 +08:00
Jiaming Yuan
44099f585d
[coll] Add C API for the tracker. ( #9773 )
2023-11-08 18:17:14 +08:00
Jiaming Yuan
06bdc15e9b
[coll] Pass context to various functions. ( #9772 )
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* [coll] Pass context to various functions.
In the future, the `Context` object would be required for collective operations, this PR
passes the context object to some required functions to prepare for swapping out the
implementation.
2023-11-08 09:54:05 +08:00
Jiaming Yuan
6c0a190f6d
[coll] Add comm group. ( #9759 )
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- Implement `CommGroup` for double dispatching.
- Small cleanup to tracker for handling abort.
2023-11-07 11:12:31 +08:00
Jiaming Yuan
4da4e092b5
[coll] Improvements and fixes for tracker and allreduce. ( #9745 )
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- Allow the tracker to wait.
- Fix allreduce type cast
- Return args from the federated tracker.
2023-11-02 04:06:46 +08:00
Jiaming Yuan
bc995a4865
[coll] Add federated coll. ( #9738 )
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- Define a new data type, the proto file is copied for now.
- Merge client and communicator into `FederatedColl`.
- Define CUDA variant.
- Migrate tests for CPU, add tests for CUDA.
2023-11-01 04:06:46 +08:00
Jiaming Yuan
80390e6cb6
[coll] Federated comm. ( #9732 )
2023-10-31 02:39:55 +08:00
Jiaming Yuan
6755179e77
[coll] Add nccl. ( #9726 )
2023-10-28 16:33:58 +08:00
Dmitry Razdoburdin
9c22df9342
Fix mingw hanging on regex in context ( #9729 )
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Co-authored-by: Dmitry Razdoburdin <>
2023-10-27 20:01:35 +08:00
Dmitry Razdoburdin
f41a08fda8
Add 'sycl' devices to the context ( #9691 )
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Co-authored-by: Dmitry Razdoburdin <>
2023-10-26 22:17:56 +08:00
Jiaming Yuan
7a02facc9d
Serialize expand entry for allgather. ( #9702 )
2023-10-24 14:33:28 +08:00
Philip Hyunsu Cho
5e6cb63a56
[CI] Set up CI for Mac M1 ( #9699 )
2023-10-22 23:33:19 -07:00
Jiaming Yuan
b771f58453
[coll] Define interface for bridging. ( #9695 )
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* Define the basic interface that will shared by nccl, federated and native.
2023-10-20 16:20:48 +08:00
Philip Hyunsu Cho
3b86260b50
Fix build for AppleClang 11 ( #9684 ) ( #9693 )
2023-10-18 12:27:21 -07:00
Jiaming Yuan
5d1bcde719
[coll] allgatherv. ( #9688 )
2023-10-19 03:13:50 +08:00
Dmitry Razdoburdin
ea9f09716b
Reorder if-else statements to allow using of cpu branches for sycl-devices ( #9682 )
2023-10-18 10:55:33 +08:00
Jiaming Yuan
4c0e4422d0
[coll] allgather. ( #9681 )
2023-10-18 10:22:18 +08:00
Jiaming Yuan
48ac9b6cbe
[coll] Allreduce. ( #9679 )
2023-10-17 13:57:14 +08:00
Rong Ou
da6803b75b
Support column-wise data split with in-memory inputs ( #9628 )
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Co-authored-by: Jiaming Yuan <jm.yuan@outlook.com>
2023-10-17 12:16:39 +08:00
James Lamb
eb562d3829
[CI] address cmakelint warnings about whitespace ( #9674 )
2023-10-14 12:46:07 +08:00
Jiaming Yuan
53049b16b8
[coll] Broadcast. ( #9659 )
2023-10-14 09:34:37 +08:00
Rong Ou
e164d51c43
Improve allgather functions ( #9649 )
2023-10-12 23:31:43 +08:00
Jiaming Yuan
946ae1c440
[coll] Implement a new tracker and a communicator. ( #9650 )
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* [coll] Implement a new tracker and a communicator.
The new tracker and communicators communicate through the use of JSON documents. Along
with which, communicators are aware of each other.
2023-10-12 12:49:16 +08:00
Jiaming Yuan
084d89216c
Add support for cgroupv2. ( #9651 )
2023-10-12 09:36:36 +08:00
Rong Ou
0ecb4de963
[breaking] Change DMatrix construction to be distributed ( #9623 )
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* Change column-split DMatrix construction to be distributed
* remove splitting code for row split
2023-10-10 23:35:57 +08:00
Jiaming Yuan
b14e535e78
[Coll] Implement get host address in libxgboost. ( #9644 )
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- Port `xgboost.tracker.get_host_ip` in C++.
2023-10-10 10:01:14 +08:00
Jiaming Yuan
680d53db43
Extract JSON utils. ( #9645 )
2023-10-10 07:15:14 +08:00
James Lamb
db8d117f7e
[CI] standardize endif() calls in CMake scripts ( #9637 )
2023-10-08 11:45:20 +08:00
Jiaming Yuan
4d7a187cb0
Remove XGBoosterGetModelRaw. ( #9617 )
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Deprecated in 1.6.
2023-09-29 02:29:33 +08:00
Jiaming Yuan
d95be1c38d
Small cleanup to jvm iter adapter. ( #9616 )
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- Remove header dependency on c_api
- Remove remaining code for arrow.
2023-09-29 00:39:07 +08:00
Jiaming Yuan
417c3ba47e
Workaround Apple clang issue. ( #9615 )
2023-09-28 22:51:47 +08:00