501 Commits

Author SHA1 Message Date
Jiaming Yuan
4ead65a28c
Increase timeout limit for linear. (#8767) 2023-02-09 18:20:12 +08:00
Jiaming Yuan
7b3d473593
[doc] Add demo for inference using individual tree. (#8752) 2023-02-07 04:40:18 +08:00
Jiaming Yuan
c1786849e3
Use array interface for CSC matrix. (#8672)
* Use array interface for CSC matrix.

Use array interface for CSC matrix and align the interface with CSR and dense.

- Fix nthread issue in the R package DMatrix.
- Unify the behavior of handling `missing` with other inputs.
- Unify the behavior of handling `missing` around R, Python, Java, and Scala DMatrix.
- Expose `num_non_missing` to the JVM interface.
- Deprecate old CSR and CSC constructors.
2023-02-05 01:59:46 +08:00
BenEfrati
213b5602d9
Add sample_weight to eval_metric (#8706) 2023-02-05 00:06:38 +08:00
Jiaming Yuan
0e61ba57d6
Fix GPU L1 error. (#8749) 2023-02-04 03:02:00 +08:00
Jiaming Yuan
1325ba9251
Support primitive types of pyarrow-backed pandas dataframe. (#8653)
Categorical data (dictionary) is not supported at the moment.
2023-01-30 17:53:29 +08:00
James Lamb
96e6b6beba
[ci] remove unused imports in tests (#8707) 2023-01-25 14:10:29 +08:00
Jiaming Yuan
31b9cbab3d
Make sure input numpy array is aligned. (#8690)
- use `np.require` to specify that the alignment is required.
- scipy csr as well.
- validate input pointer in `ArrayInterface`.
2023-01-18 08:12:13 +08:00
Jiaming Yuan
247946a875
Cache transformed in QuantileDMatrix for efficiency. (#8666) 2023-01-17 06:02:40 +08:00
Jiaming Yuan
d6018eb4b9
Remove all use of DeviceQuantileDMatrix. (#8665) 2023-01-17 00:04:10 +08:00
Jiaming Yuan
badeff1d74
Init estimation for regression. (#8272) 2023-01-11 02:04:56 +08:00
Jiaming Yuan
1b58d81315
[doc] Document Python inputs. (#8643) 2023-01-10 15:39:32 +08:00
Jiaming Yuan
e68a152d9e
Do not return internal value for get_params. (#8634) 2023-01-05 17:48:26 +08:00
Jiaming Yuan
6eaddaa9c3
[CI] Fix CI with updated dependencies. (#8631)
* [CI] Fix CI with updated dependencies.

- Fix jvm package get iris.

* Skip SHAP test for now.

* Revert "Skip SHAP test for now."

This reverts commit 9aa28b4d8aee53fa95d92d2a879c6783ff4b2faa.

* Catch all exceptions.
2023-01-03 21:04:04 -08:00
Jiaming Yuan
f6effa1734
Support Series and Python primitives in inplace_predict and QDM (#8547) 2022-12-17 00:15:15 +08:00
Rong Ou
42e6fbb0db
Fix sklearn test that calls a removed field (#8579) 2022-12-09 13:06:44 -08:00
Jiaming Yuan
deb3edf562
Support list and tuple for QDM. (#8542) 2022-12-10 01:14:44 +08:00
Jiaming Yuan
d666ba775e
Support all pandas nullable integer types. (#8480)
- Enumerate all pandas integer types.
- Tests for `None`, `nan`, and `pd.NA`
2022-11-28 22:38:16 +08:00
Jiaming Yuan
f2209c1fe4
Don't shuffle columns in categorical tests. (#8446) 2022-11-28 20:28:06 +08:00
Jiaming Yuan
8f97c92541
Support half type for pandas. (#8481) 2022-11-24 12:47:40 +08:00
Jiaming Yuan
e07245f110
Take datatable as row major input. (#8472)
* Take datatable as row major input.

Try to avoid a transform with dense table.
2022-11-24 09:20:13 +08:00
Jiaming Yuan
0d3da9869c
Require isort on all Python files. (#8420) 2022-11-08 12:59:06 +08:00
Rong Ou
99fa8dad2d
Add back xgboost.rabit for backwards compatibility (#8408)
* Add back xgboost.rabit for backwards compatibility

* fix my errors

* Fix lint

* Use FutureWarning

Co-authored-by: Hyunsu Philip Cho <chohyu01@cs.washington.edu>
2022-11-01 21:47:41 -07:00
Jiaming Yuan
a408c34558
Update JSON parser demo with categorical feature. (#8401)
- Parse categorical features in the Python example.
- Add tests.
- Update document.
2022-10-28 20:57:43 +08:00
Jiaming Yuan
cfd2a9f872
Extract dask and spark test into distributed test. (#8395)
- Move test files.
- Run spark and dask separately to prevent conflicts.
- Gather common code into the testing module.
2022-10-28 16:24:32 +08:00
Jiaming Yuan
cf70864fa3
Move Python testing utilities into xgboost module. (#8379)
- Add typehints.
- Fixes for pylint.

Co-authored-by: Hyunsu Philip Cho <chohyu01@cs.washington.edu>
2022-10-26 16:56:11 +08:00
Jiaming Yuan
c884b9e888
Validate features for inplace predict. (#8359) 2022-10-19 23:05:36 +08:00
Bobby Wang
76f95a6667
[pyspark] Filter out the unsupported train parameters (#8355) 2022-10-18 23:26:02 +08:00
Jiaming Yuan
3901f5d9db
[pyspark] Cleanup data processing. (#8344)
* Enable additional combinations of ctor parameters.
* Unify procedures for QuantileDMatrix and DMatrix.
2022-10-18 14:56:23 +08:00
Jiaming Yuan
2176e511fc
Disable pytest-timeout for now. (#8348) 2022-10-17 23:06:10 +08:00
Jiaming Yuan
97a5b088a5
[pyspark] Use quantile dmatrix. (#8284) 2022-10-12 20:38:53 +08:00
Rory Mitchell
ce0382dcb0
[CI] Refactor tests to reduce CI time. (#8312) 2022-10-12 11:32:06 +02:00
Jiaming Yuan
5545c49cfc
Require keyword args for data iterator. (#8327) 2022-10-10 17:47:13 +08:00
Rong Ou
668b8a0ea4
[Breaking] Switch from rabit to the collective communicator (#8257)
* Switch from rabit to the collective communicator

* fix size_t specialization

* really fix size_t

* try again

* add include

* more include

* fix lint errors

* remove rabit includes

* fix pylint error

* return dict from communicator context

* fix communicator shutdown

* fix dask test

* reset communicator mocklist

* fix distributed tests

* do not save device communicator

* fix jvm gpu tests

* add python test for federated communicator

* Update gputreeshap submodule

Co-authored-by: Hyunsu Philip Cho <chohyu01@cs.washington.edu>
2022-10-05 14:39:01 -08:00
Jiaming Yuan
55cf24cc32
Obtain CSR matrix from DMatrix. (#8269) 2022-09-29 20:41:43 +08:00
Jiaming Yuan
fcab51aa82
Support more pandas nullable types (#8262)
- Float32/64
- Category.
2022-09-27 01:59:50 +08:00
WeichenXu
ff71c69adf
[pyspark] Add validation for param 'early_stopping_rounds' and 'validation_indicator_col' (#8250)
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
2022-09-26 17:43:03 +08:00
Jiaming Yuan
b791446623
Initial support for IPv6 (#8225)
- Merge rabit socket into XGBoost.
- Dask interface support.
- Add test to the socket.
2022-09-21 18:06:50 +08:00
Jiaming Yuan
fffb1fca52
Calculate base_score based on input labels for mae. (#8107)
Fit an intercept as base score for abs loss.
2022-09-20 20:53:54 +08:00
Bobby Wang
4f42aa5f12
[pyspark] make the model saved by pyspark compatible (#8219)
Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2022-09-20 16:43:49 +08:00
Bobby Wang
520586ffa7
[pyspark] fix empty data issue when constructing DMatrix (#8245)
Co-authored-by: Hyunsu Philip Cho <chohyu01@cs.washington.edu>
2022-09-20 16:43:20 +08:00
Jiaming Yuan
2e63af6117
Mitigate flaky data iter test. (#8244)
- Reduce the number of batches.
- Verify labels.
2022-09-14 17:54:14 +08:00
Rong Ou
a2686543a9
Common interface for collective communication (#8057)
* implement broadcast for federated communicator

* implement allreduce

* add communicator factory

* add device adapter

* add device communicator to factory

* add rabit communicator

* add rabit communicator to the factory

* add nccl device communicator

* add synchronize to device communicator

* add back print and getprocessorname

* add python wrapper and c api

* clean up types

* fix non-gpu build

* try to fix ci

* fix std::size_t

* portable string compare ignore case

* c style size_t

* fix lint errors

* cross platform setenv

* fix memory leak

* fix lint errors

* address review feedback

* add python test for rabit communicator

* fix failing gtest

* use json to configure communicators

* fix lint error

* get rid of factories

* fix cpu build

* fix include

* fix python import

* don't export collective.py yet

* skip collective communicator pytest on windows

* add review feedback

* update documentation

* remove mpi communicator type

* fix tests

* shutdown the communicator separately

Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2022-09-12 15:21:12 -07:00
Jiaming Yuan
b5eb36f1af
Add max_cat_threshold to GPU and handle missing cat values. (#8212) 2022-09-07 00:57:51 +08:00
WeichenXu
d03794ce7a
[pyspark] Add param validation for "objective" and "eval_metric" param, and remove invalid booster params (#8173)
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
2022-08-24 15:29:43 +08:00
WeichenXu
f4628c22a4
[pyspark] Implement SparkXGBRanker estimator (#8172)
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
2022-08-23 02:35:19 +08:00
WeichenXu
53d2a733b0
[pyspark] Make Xgboost estimator support using sparse matrix as optimization (#8145)
Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
2022-08-19 01:57:28 +08:00
Jiaming Yuan
36e7c5364d
[dask] Deterministic rank assignment. (#8018) 2022-08-11 19:17:58 +08:00
Jiaming Yuan
570f8ae4ba
Use black on more Python files. (#8137) 2022-08-11 01:38:11 +08:00
Jiaming Yuan
446d536c23
Fix loading DMatrix binary in distributed env. (#8149)
- Try to load DMatrix binary before trying to parse text input.
- Remove some unmaintained code.
2022-08-10 22:53:16 +08:00