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
1167e6c554
Limit the number of threads for external memory. ( #9605 )
2023-09-24 00:30:28 +08:00
Jiaming Yuan
cac2cd2e94
[R] Set number of threads in demos and tests. ( #9591 )
...
- Restrict the number of threads in IO.
- Specify the number of threads in demos and tests.
- Add helper scripts for checks.
2023-09-23 21:44:03 +08:00
Rong Ou
def77870f3
Test categorical features with column-split gpu quantile ( #9595 )
2023-09-23 09:55:09 +08:00
Jiaming Yuan
8c676c889d
Remove internal use of gpu_id. ( #9568 )
2023-09-20 23:29:51 +08:00
Jiaming Yuan
38ac52dd87
Build a simple event loop for collective. ( #9593 )
2023-09-20 02:09:07 +08:00
Rong Ou
d8c3cc92ae
More support for column split in gpu predictor ( #9562 )
2023-09-14 08:13:13 +08:00
Jiaming Yuan
300f9ace06
Fix default metric configuration. ( #9575 )
2023-09-13 13:05:47 -07:00
Jiaming Yuan
b438d684d2
Utilities and cleanups for socket. ( #9576 )
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- 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
adea842c83
Fix inplace predict with fallback when base margin is used. ( #9536 )
...
- Copy meta info from proxy DMatrix.
- Use `std::call_once` to emit less warnings.
2023-09-05 01:04:24 +08:00
Rong Ou
c928dd4ff5
Support vertical federated learning with gpu_hist ( #9539 )
2023-09-03 11:37:11 +08:00
Rong Ou
9bab06cbca
Support column split in gpu hist updater ( #9384 )
2023-08-31 18:09:35 +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
942b957eef
Fix GPU categorical split memory allocation. ( #9529 )
2023-08-29 10:06:03 +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 )
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- 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
Rong Ou
6103dca0bb
Support column split in GPU evaluate splits ( #9511 )
2023-08-23 16:33:43 +08:00
Jiaming Yuan
8c10af45a0
Delay the check for vector leaf. ( #9509 )
2023-08-23 01:53:40 +08:00
Jiaming Yuan
3c09399f29
Fix device dispatch for linear updater. ( #9507 )
2023-08-23 00:17:35 +08:00
Jiaming Yuan
044fea1281
Drop support for loading remote files. ( #9504 )
2023-08-21 23:34:05 +08:00
Jiaming Yuan
e6cf7a1278
Deprecate the command line interface. ( #9485 )
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---------
Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2023-08-21 06:47:48 +08:00
Jiaming Yuan
05d7000096
Handle special characters in JSON model dump. ( #9474 )
2023-08-14 15:49:00 +08:00
Jiaming Yuan
bb56183396
Normalize file system path. ( #9463 )
2023-08-11 21:26:46 +08:00
Jiaming Yuan
1caa93221a
Use realloc for histogram cache and expose the cache limit. ( #9455 )
2023-08-10 14:05:27 +08:00
Jiaming Yuan
f05a23b41c
Use weakref instead of id for DataIter cache. ( #9445 )
...
- Fix case where Python reuses id from freed objects.
- Small optimization to column matrix with QDM by using `realloc` instead of copying data.
2023-08-10 00:40:06 +08:00
Jiaming Yuan
f05294a6f2
Fix clang warnings. ( #9447 )
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- 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 )
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* 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
97fd5207dd
Use lambda function in ParallelFor2D. ( #9441 )
2023-08-08 14:04:46 +08:00
Jiaming Yuan
54029a59af
Bound the size of the histogram cache. ( #9440 )
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- 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
1332ff787f
Unify the code path between local and distributed training. ( #9433 )
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This removes the need for a local histogram space during distributed training, which cuts the cache size by half.
2023-08-03 21:46:36 +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
Rong Ou
c2b85ab68a
Clean up MGPU C++ tests ( #9430 )
2023-08-02 14:31:18 +08:00
Jiaming Yuan
912e341d57
Initial GPU support for the approx tree method. ( #9414 )
2023-07-31 15:50:28 +08:00
Rong Ou
7579905e18
Retry switching to per-thread default stream ( #9416 )
2023-07-26 07:09:12 +08:00
Jiaming Yuan
3a9996173e
Revert "Switch to per-thread default stream ( #9396 )" ( #9413 )
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This reverts commit f7f673b00c15458fb4dd74a2a0d2ba80369c5faf.
2023-07-24 12:03:28 -07:00
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
275da176ba
Document for device ordinal. ( #9398 )
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- Rewrite GPU demos. notebook is converted to script to avoid committing additional png plots.
- Add GPU demos into the sphinx gallery.
- Add RMM demos into the sphinx gallery.
- Test for firing threads with different device ordinals.
2023-07-22 15:26:29 +08:00
Jiaming Yuan
22b0a55a04
Remove hist builder class. ( #9400 )
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* Remove hist build class.
* Cleanup this stateless class.
* Add comment to thread block.
2023-07-22 10:43:12 +08:00
Jiaming Yuan
0de7c47495
Fix metric serialization. ( #9405 )
2023-07-22 08:39:21 +08:00
Jiaming Yuan
dbd5309b55
Fix warning message for device. ( #9402 )
2023-07-20 23:30:04 +08:00
Rong Ou
f7f673b00c
Switch to per-thread default stream ( #9396 )
2023-07-20 08:21:00 +08:00
Jiaming Yuan
6e18d3a290
[pyspark] Handle the device parameter in pyspark. ( #9390 )
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- Handle the new `device` parameter in PySpark.
- Deprecate the old `use_gpu` parameter.
2023-07-18 08:47:03 +08:00
Jiaming Yuan
0a07900b9f
Fix integer overflow. ( #9380 )
2023-07-15 21:11:02 +08:00
Jiaming Yuan
16eb41936d
Handle the new device parameter in dask and demos. ( #9386 )
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* 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
Rong Ou
3632242e0b
Support column split with GPU quantile ( #9370 )
2023-07-11 12:15:56 +08:00
Jiaming Yuan
97ed944209
Unify the hist tree method for different devices. ( #9363 )
2023-07-11 10:04:39 +08:00
Jiaming Yuan
20c52f07d2
Support exporting cut values ( #9356 )
2023-07-08 15:32:41 +08:00