635 Commits

Author SHA1 Message Date
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
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
amdsc21
5ca7daaa13 merge latest changes 2023-06-15 21:39:14 +02:00
Rong Ou
e70810be8a
Refactor device communicator to make allreduce more flexible (#9295) 2023-06-14 03:53:03 +08:00
amdsc21
35cde3b1b2 remove some hip.h 2023-06-07 04:48:09 +02:00
amdsc21
af8845405a sync Jun 5 2023-06-07 02:43:21 +02:00
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
amdsc21
9ee1852d4e restore device helper 2023-06-02 02:55:13 +02:00
Your Name
42867a4805 sync Jun 1 2023-06-01 15:55:06 -07:00
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
ae7450ce54
Skip optional synchronization in thrust. (#9212) 2023-05-30 17:23:09 +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
amdsc21
b22644fc10 add hip.h 2023-05-20 01:25:33 +02:00
amdsc21
8cad8c693c sync up May15 2023 2023-05-15 18:59:18 +02:00
Stephan T. Lavavej
7375bd058b
Fix IndexTransformIter. (#9155) 2023-05-12 21:25:54 +08:00
Rong Ou
603f8ce2fa
Support hist in the partition builder under column split (#9120) 2023-05-11 05:24:29 +08:00
Jiaming Yuan
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
amdsc21
b324d51f14 fix array_interface.h half type 2023-05-02 20:50:50 +02:00
amdsc21
5446c501af merge 23Mar01 2023-05-02 00:05:58 +02:00
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
17ff471616
Optimize array interface input. (#9090) 2023-04-28 18:01:58 +08:00
Rong Ou
a320b402a5
More refactoring to take advantage of collective aggregators (#9081) 2023-04-26 03:36:09 +08:00
Jiaming Yuan
ef13dd31b1
Rework the NDCG objective. (#9015) 2023-04-18 21:16:06 +08:00
amdsc21
db8420225b fix RCCL 2023-04-12 01:09:14 +02:00
amdsc21
08bc4b0c0f Merge branch 'master' into sync-condition-2023Apr11 2023-04-11 19:38:38 +02:00
Jiaming Yuan
d062a9e009
Define pair generation strategies for LTR. (#8984) 2023-03-30 12:00:35 +08:00
amdsc21
acad01afc9 sync Mar 29 2023-03-30 00:46:50 +02:00
Rong Ou
ff26cd3212
More tests for column split and vertical federated learning (#8985)
Added some more tests for the learner and fit_stump, for both column-wise distributed learning and vertical federated learning.

Also moved the `IsRowSplit` and `IsColumnSplit` methods from the `DMatrix` to the `MetaInfo` since in some places we only have access to the `MetaInfo`. Added a new convenience method `IsVerticalFederatedLearning`.

Some refactoring of the testing fixtures.
2023-03-28 16:40:26 +08:00
amdsc21
06d9b998ce fix CAPI BuildInfo 2023-03-28 00:14:18 +02:00
amdsc21
7ee4734d3a rm device_helpers.hip.h from cu 2023-03-26 00:24:11 +01:00
amdsc21
ee582f03c3 rm device_helpers.hip.h from cuh 2023-03-25 23:35:57 +01:00
amdsc21
22525c002a fix macro 2023-03-25 05:08:30 +01:00
amdsc21
80961039d7 fix macro 2023-03-25 05:00:55 +01:00
amdsc21
1474789787 add new file 2023-03-25 04:54:02 +01:00
amdsc21
1dc138404a initial merge, fix linalg.h 2023-03-25 04:48:47 +01:00
amdsc21
7fbc561e17 initial merge 2023-03-25 04:31:55 +01:00
Jiaming Yuan
151882dd26
Initial support for multi-target tree. (#8616)
* Implement multi-target for hist.

- Add new hist tree builder.
- Move data fetchers for tests.
- Dispatch function calls in gbm base on the tree type.
2023-03-22 23:49:56 +08:00
Jiaming Yuan
ea04d4c46c
[doc] [dask] Troubleshooting NCCL errors. (#8943) 2023-03-22 22:17:26 +08:00
Jiaming Yuan
a05799ed39
Specify char type in JSON. (#8949)
char is defined as signed on x86 but unsigned on arm64

- Use `std::int8_t` instead of char.
- Fix include when clang is pretending to be gcc.
2023-03-22 19:13:44 +08:00
Jiaming Yuan
5891f752c8
Rework the MAP metric. (#8931)
- The new implementation is more strict as only binary labels are accepted. The previous implementation converts values greater than 1 to 1.
- Deterministic GPU. (no atomic add).
- Fix top-k handling.
- Precise definition of MAP. (There are other variants on how to handle top-k).
- Refactor GPU ranking tests.
2023-03-22 17:45:20 +08:00
Jiaming Yuan
a093770f36
Partitioner for multi-target tree. (#8922) 2023-03-16 18:49:34 +08:00
Jiaming Yuan
26209a42a5
Define git attributes for renormalization. (#8921) 2023-03-16 02:43:11 +08:00
Jiaming Yuan
f186c87cf9
Check inf in data for all types of DMatrix. (#8911) 2023-03-15 11:24:35 +08:00
amdsc21
4484c7f073 disable Optin Shared Mem 2023-03-15 02:10:16 +01:00
Jiaming Yuan
8685556af2
Implement hist evaluator for multi-target tree. (#8908) 2023-03-15 01:42:51 +08:00