1365 Commits

Author SHA1 Message Date
Sean Yang
12fe2fc06c
Fix federated learning demos and tests (#9488) 2023-08-16 15:25:05 +08:00
Jiaming Yuan
19b59938b7
Convert input to str for hypothesis note. (#9480) 2023-08-15 02:27:58 +08:00
Jiaming Yuan
05d7000096
Handle special characters in JSON model dump. (#9474) 2023-08-14 15:49:00 +08:00
github-actions[bot]
f03463c45b
[CI] Update RAPIDS to latest stable (#9464)
* [CI] Update RAPIDS to latest stable

* [CI] Use CMake 3.26.4

---------

Co-authored-by: hcho3 <hcho3@users.noreply.github.com>
Co-authored-by: Hyunsu Philip Cho <chohyu01@cs.washington.edu>
2023-08-13 18:54:37 -07:00
Jiaming Yuan
801116c307
Test scikit-learn model IO with gblinear. (#9459) 2023-08-13 23:41:49 +08:00
Jiaming Yuan
bdc1a3c178
Fix pyspark parameter. (#9460)
- Don't pass the `use_gpu` parameter to the learner.
- Fix GPU approx with PySpark.
2023-08-11 19:07:50 +08:00
James Lamb
4359356d46
[R] [CI] use lintr 3.1.0 (#9456) 2023-08-10 17:49:16 +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
c1b2cff874
[CI] Check compiler warnings. (#9444) 2023-08-08 12:02:45 -07:00
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
Rong Ou
bde1ebc209
Switch back to the GPUIDX macro (#9438) 2023-08-04 15:14:31 +08:00
Jiaming Yuan
1332ff787f
Unify the code path between local and distributed training. (#9433)
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
Hendrik Makait
f958e32683
Raise if expected workers are not alive in xgboost.dask.train (#9421) 2023-08-03 20:14:07 +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)
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
851cba931e
Define best_iteration only if early stopping is used. (#9403)
* Define `best_iteration` only if early stopping is used.

This is the behavior specified by the document but not honored in the actual code.

- Don't set the attributes if there's no early stopping.
- Clean up the code for callbacks, and replace assertions with proper exceptions.
- Assign the attributes when early stopping `save_best` is used.
- Turn the attributes into Python properties.

---------

Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2023-07-24 12:43:35 +08:00
Jiaming Yuan
01e00efc53
[breaking] Remove support for single string feature info. (#9401)
- Input must be a sequence of strings.
- Improve validation error message.
2023-07-24 11:06:30 +08:00
Jiaming Yuan
275da176ba
Document for device ordinal. (#9398)
- 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)
* 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
Rong Ou
f7f673b00c
Switch to per-thread default stream (#9396) 2023-07-20 08:21:00 +08:00
Philip Hyunsu Cho
e082718c66
[CI] Build pip wheel with RMM support (#9383) 2023-07-18 01:52:26 -07:00
Jiaming Yuan
6e18d3a290
[pyspark] Handle the device parameter in pyspark. (#9390)
- Handle the new `device` parameter in PySpark.
- Deprecate the old `use_gpu` parameter.
2023-07-18 08:47:03 +08:00
Philip Hyunsu Cho
2a0ff209ff
[CI] Block CI from running for dependabot PRs (#9394) 2023-07-17 10:53:57 -07:00
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)
* 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
9da5050643
Turn warning messages into Python warnings. (#9387) 2023-07-15 07:46:43 +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
Rong Ou
15ca12a77e
Fix NCCL test hang (#9367) 2023-07-07 11:21:35 +08:00
Jiaming Yuan
41c6813496
Preserve order of saved updaters config. (#9355)
- Save the updater sequence as an array instead of object.
- Warn only once.

The compatibility is kept, but we should be able to break it as the config is not loaded
in pickle model and it's declared to be not stable.
2023-07-05 20:20:07 +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
d0916849a6
Remove unused weight from buffer for cat features. (#9341) 2023-07-04 01:07:09 +08:00
Jiaming Yuan
e964654b8f
[skl] Enable cat feature without specifying tree method. (#9353) 2023-07-03 22:06:17 +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
3a0f787703
Support column split in GPU predictor (#9343) 2023-07-03 04:05:34 +08:00
Rong Ou
f90771eec6
Fix device communicator dependency (#9346) 2023-06-29 10:34:30 +08:00
Jiaming Yuan
f4798718c7
Use hist as the default tree method. (#9320) 2023-06-27 23:04:24 +08:00
Jiaming Yuan
bc267dd729
Use ptr from mmap for GHistIndexMatrix and ColumnMatrix. (#9315)
* Use ptr from mmap for `GHistIndexMatrix` and `ColumnMatrix`.

- Define a resource for holding various types of memory pointers.
- Define ref vector for holding resources.
- Swap the underlying resources for GHist and ColumnM.
- Add documentation for current status.
- s390x support is removed. It should work if you can compile XGBoost, all the old workaround code does is to get GCC to compile.
2023-06-27 19:05:46 +08:00
Jiaming Yuan
cfa9c42eb4
Fix callback in AFT viz demo. (#9333)
* Fix callback in AFT viz demo.

- Update the callback function.
- Add lint check.
2023-06-26 22:35:02 +08:00
Jiaming Yuan
54da4b3185
Cleanup to prepare for using mmap pointer in external memory. (#9317)
- Update SparseDMatrix comment.
- Use a pointer in the bitfield. We will replace the `std::vector<bool>` in `ColumnMatrix` with bitfield.
- Clean up the page source. The timer is removed as it's inaccurate once we swap the mmap pointer into the page.
2023-06-22 06:43:11 +08:00
Jiaming Yuan
6d22ea793c
Test QDM with sparse data on CPU. (#9316) 2023-06-19 21:27:03 +08:00