465 Commits

Author SHA1 Message Date
Jiaming Yuan
3fbb221fec
[coll] Implement shutdown for tracker and comm. (#10208)
- Force shutdown the tracker.
- Implement shutdown notice for error handling thread in comm.
2024-04-20 04:08:17 +08:00
Jiaming Yuan
4b10200456
[coll] Improve event loop. (#10199)
- Add a test for blocking calls.
- Do not require the queue to be empty after waking up; this frees up the thread to answer blocking calls.
- Handle EOF in read.
- Improve the error message in the result. Allow concatenation of multiple results.
2024-04-18 03:29:52 +08:00
Jiaming Yuan
230010d9a0
Cleanup set info. (#10139)
- Use the array interface internally.
- Deprecate `XGDMatrixSetDenseInfo`.
- Deprecate `XGDMatrixSetUIntInfo`.
- Move the handling of `DataType` into the deprecated C function.

---------

Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2024-03-26 23:26:24 +08:00
Jiaming Yuan
ca4801f81d
Work with IPv6 in the new tracker. (#10125) 2024-03-20 05:19:23 +08:00
Jiaming Yuan
53fc17578f
Use std::uint64_t for row index. (#10120)
- Use std::uint64_t instead of size_t to avoid implementation-defined type.
- Rename to bst_idx_t, to account for other types of indexing.
- Small cleanup to the base header.
2024-03-15 18:43:49 +08:00
Jiaming Yuan
2c13f90384
Support graphviz plot for multi-target tree. (#10093) 2024-03-09 05:35:25 +08:00
Jiaming Yuan
8189126d51
Add CUDA iterator to tensor view. (#10074) 2024-03-01 14:15:31 +08:00
Jiaming Yuan
5ac233280e
Require context in aggregators. (#10075) 2024-02-28 03:12:42 +08:00
Jiaming Yuan
2e4ea5ecc0
Support f64 for ubjson. (#10055) 2024-02-21 02:18:42 +08:00
david-cortes
a730c7e67e
[R] allow using seed with regular RNG (#10029) 2024-02-04 16:22:22 +08:00
Jiaming Yuan
cacb4b1fdd
Fix gain calculation in multi-target tree. (#9978) 2024-01-17 13:18:44 +08:00
rpopescu
73b3955dd4
Fix FieldEntry ctor specialisation syntax error (#9980)
Co-authored-by: Radu Popescu <radu.popescu@aptportfolio.com>
2024-01-11 12:10:21 +08:00
Jiaming Yuan
c03a4d5088
Check support status for categorical features. (#9946) 2024-01-04 16:51:33 +08:00
david-cortes
252e018275
correct name of function in header (#9905) 2023-12-20 10:52:00 +08:00
Dmitry Razdoburdin
43897b8296
Sycl implementation for objective functions (#9846)
---------

Co-authored-by: Dmitry Razdoburdin <>
2023-12-12 14:41:50 +08:00
Jiaming Yuan
faf0f2df10
Support dataframe data format in native XGBoost. (#9828)
- 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
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)
---------

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
0715ab3c10
Use dlopen to load NCCL. (#9796)
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
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)
* [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
Dmitry Razdoburdin
f41a08fda8
Add 'sycl' devices to the context (#9691)
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
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
Rong Ou
da6803b75b
Support column-wise data split with in-memory inputs (#9628)
---------

Co-authored-by: Jiaming Yuan <jm.yuan@outlook.com>
2023-10-17 12:16:39 +08:00
Jiaming Yuan
946ae1c440
[coll] Implement a new tracker and a communicator. (#9650)
* [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
Rong Ou
0ecb4de963
[breaking] Change DMatrix construction to be distributed (#9623)
* 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)
- 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
Jiaming Yuan
4d7a187cb0
Remove XGBoosterGetModelRaw. (#9617)
Deprecated in 1.6.
2023-09-29 02:29:33 +08:00
Jiaming Yuan
60526100e3
Support arrow through pandas ext types. (#9612)
- Use pandas extension type for pyarrow support.
- Additional support for QDM.
- Additional support for inplace_predict.
2023-09-28 17:00:16 +08:00
Jiaming Yuan
c75a3bc0a9
[breaking] [jvm-packages] Remove rabit check point. (#9599)
- Add `numBoostedRound` to jvm packages
- Remove rabit checkpoint version.
- Change the starting version of training continuation in JVM [breaking].
- Redefine the checkpoint version policy in jvm package. [breaking]
- Rename the Python check point callback parameter. [breaking]
- Unifies the checkpoint policy between Python and JVM.
2023-09-26 18:06:34 +08:00
Jiaming Yuan
8c676c889d
Remove internal use of gpu_id. (#9568) 2023-09-20 23:29:51 +08:00
Jiaming Yuan
b438d684d2
Utilities and cleanups for socket. (#9576)
- Use c++-17 nodiscard and nested ns.
- Add bind method to socket.
- Remove rabit parameters.
2023-09-14 01:41:42 +08:00
Jiaming Yuan
ccfc90e4c6
[rabit] Improved connection handling. (#9531)
- Enable timeout.
- Report connection error from the system.
- Handle retry for both tracker connection and peer connection.
2023-08-30 13:00:04 +08:00
Jiaming Yuan
ddf2e68821
Use the new DeviceOrd in the linalg module. (#9527) 2023-08-29 13:37:29 +08:00
Jiaming Yuan
be6a552956
[R] Support multi-class custom objective. (#9526) 2023-08-29 08:27:13 +08:00
Jiaming Yuan
972730cde0
Use matrix for gradient. (#9508)
- Use the `linalg::Matrix` for storing gradients.
- New API for the custom objective.
- Custom objective for multi-class/multi-target is now required to return the correct shape.
- Custom objective for Python can accept arrays with any strides. (row-major, column-major)
2023-08-24 05:29:52 +08:00
Jiaming Yuan
3c09399f29
Fix device dispatch for linear updater. (#9507) 2023-08-23 00:17:35 +08:00
Jiaming Yuan
58530b1bc4
Bump version to 2.1. (#9498) 2023-08-18 01:04:04 +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