Commit Graph
650 Commits
Author SHA1 Message Date
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 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
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
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 f7f673b00c.
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 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
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 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 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 ee6809e642 Use mmap for external memory. (#9282)
- Have basic infrastructure for mmap.
- Release file write handle.
2023-06-19 18:52:55 +08:00
Rong Ou d8beb517ed Support bitwise allreduce in NCCL communicator (#9300) 2023-06-17 01:56:50 +08:00
Rong Ou e70810be8a Refactor device communicator to make allreduce more flexible (#9295) 2023-06-14 03:53:03 +08:00
Jiaming Yuan 152e2fb072 Unify test helpers for creating ctx. (#9274) 2023-06-10 03:35:22 +08:00
Rong Ou ff122d61ff More tests for cpu predictor with column split (#9270) 2023-06-08 22:47:19 +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 9fbde21e9d Rework the precision metric. (#9222)
- Rework the precision metric for both CPU and GPU.
- Mention it in the document.
- Cleanup old support code for GPU ranking metric.
- Deterministic GPU implementation.

* Drop support for classification.

* type.

* use batch shape.

* lint.

* cpu build.

* cpu build.

* lint.

* Tests.

* Fix.

* Cleanup error message.
2023-06-02 20:49:43 +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
Jiaming Yuan 03bc6e6427 Remove unused variables. (#9210)
- remove used variables.
- Remove signed comparison warnings.
2023-05-28 05:24:15 +08:00
Rong Ou 5b69534b43 Support column split in multi-target hist (#9171) 2023-05-26 16:56:05 +08:00
Rong Ou 603f8ce2fa Support hist in the partition builder under column split (#9120) 2023-05-11 05:24:29 +08:00
Rong Ou 52311dcec9 Fix multi-threaded gtests (#9148) 2023-05-10 19:15:32 +08:00
Jiaming YuanandPhilip Hyunsu Cho 85988a3178 Wait for data CUDA stream instead of sync. (#9144)
---------

Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2023-05-09 09:52:21 +08:00
Jiaming Yuan 55968ed3fa Fix monotone constraints on CPU. (#9122) 2023-05-06 01:07:54 +08:00
Jiaming Yuan 47b3cb6fb7 Remove unused parameters in RABIT. (#9108) 2023-05-05 05:26:24 +08:00
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 e206b899ef Rework MAP and Pairwise for LTR. (#9075) 2023-04-28 02:39:12 +08:00
Rong Ou 511d4996b5 Rely on gRPC to generate random port (#9102) 2023-04-27 09:48:26 +08:00