269 Commits

Author SHA1 Message Date
Jiaming Yuan
2cc9662005
Support slicing tree model (#6302)
This PR is meant the end the confusion around best_ntree_limit and unify model slicing. We have multi-class and random forests, asking users to understand how to set ntree_limit is difficult and error prone.

* Implement the save_best option in early stopping.

Co-authored-by: Philip Hyunsu Cho <chohyu01@cs.washington.edu>
2020-11-02 23:27:39 -08:00
Jiaming Yuan
7756192906
[dask] Fix prediction on DaskDMatrix with multiple meta data. (#6333)
* Unify the meta handling methods.
2020-11-02 19:18:44 -05:00
Jiaming Yuan
6ff331b705
Fix Python callback. (#6320) 2020-10-30 05:03:44 +08:00
Jiaming Yuan
c80657b542
Fix flaky data initialization test. (#6318) 2020-10-30 03:11:22 +08:00
Jiaming Yuan
dfac5f89e9
Group CLI demo into subdirectory. (#6258)
CLI is not most developed interface. Putting them into correct directory can help new users to avoid it as most of the use cases are from a language binding.
2020-10-28 14:40:44 -07:00
Philip Hyunsu Cho
143b278267
Mark flaky tests as XFAIL (#6299)
* Temporarily skip TestGPUUpdaters::test_categorical

* Temporarily skip test_boost_from_prediction[approx]
2020-10-28 11:50:57 -07:00
Jiaming Yuan
3310e208fd
Fix inplace prediction interval. (#6259)
* Add back the interval in call.
* Make the interval non-optional.
2020-10-28 13:13:59 +08:00
Philip Hyunsu Cho
c8ec62103a
Deprecate LabelEncoder in XGBClassifier; Enable cuDF/cuPy inputs in XGBClassifier (#6269)
* Deprecate LabelEncoder in XGBClassifier; skip LabelEncoder for cuDF/cuPy inputs

* Add unit tests for cuDF and cuPy inputs with XGBClassifier

* Fix lint

* Clarify warning

* Move use_label_encoder option to XGBClassifier constructor

* Add a test for cudf.Series

* Add use_label_encoder to XGBRFClassifier doc

* Address reviewer feedback
2020-10-26 13:20:51 -07:00
Jiaming Yuan
bcfab4d726
Revert "Disable JSON full serialization for now. (#6248)" (#6266)
This reverts commit 6d293020fbfa2c67b532d550fe5d55689662caac.
2020-10-27 03:30:47 +08:00
Jiaming Yuan
2686d32a36
Skip dask tests on ARM. (#6267)
Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2020-10-26 15:09:05 +08:00
Philip Hyunsu Cho
677f676172
Use UserWarning for old callback, as DeprecationWarning is not visible (#6270) 2020-10-22 01:10:52 -07:00
Philip Hyunsu Cho
1300467d36
Fix a typo in is_arm() in testing.py [skip ci] (#6271) 2020-10-22 13:07:14 +08:00
Jiaming Yuan
81c37c28d5
Time the CPU tests on Jenkins. (#6257)
* Time the CPU tests on Jenkins.
* Reduce thread contention.
* Add doc.
* Skip heavy tests on ARM.
2020-10-20 17:19:07 -07:00
Jiaming Yuan
6d293020fb
Disable JSON full serialization for now. (#6248)
* Disable JSON serialization for now.

* Multi-class classification is checkpointing for each iteration.
This brings significant overhead.

Revert: 90355b4f007ae

* Set R tests to use binary.
2020-10-16 17:59:54 +08:00
Jiaming Yuan
3da5a69dc9
Fix typo in dask interface. (#6240) 2020-10-15 15:26:29 +08:00
Jiaming Yuan
b05073bda5
[dask] Test for data initializaton. (#6226) 2020-10-13 11:08:35 +08:00
Jiaming Yuan
2443275891
Cleanup Python code. (#6223)
* Remove pathlike as XGBoost 1.2 requires Python 3.6.
* Move conditional import of dask/distributed into dask module.
2020-10-12 15:44:41 +08:00
Jiaming Yuan
ab5b35134f
Rework Python callback functions. (#6199)
* Define a new callback interface for Python.
* Deprecate the old callbacks.
* Enable early stopping on dask.
2020-10-10 17:52:36 +08:00
Christian Lorentzen
cf4f019ed6
[Breaking] Change default evaluation metric for classification to logloss / mlogloss (#6183)
* Change DefaultEvalMetric of classification from error to logloss

* Change default binary metric in plugin/example/custom_obj.cc

* Set old error metric in python tests

* Set old error metric in R tests

* Fix missed eval metrics and typos in R tests

* Fix setting eval_metric twice in R tests

* Add warning for empty eval_metric for classification

* Fix Dask tests

Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2020-10-02 12:06:47 -07:00
Jiaming Yuan
7622b8cdb8
Enable categorical data support on Python DMatrix. (#6166)
* Only pandas is recognized.
2020-09-29 11:22:56 +08:00
Rory Mitchell
dda9e1e487
Update GPUTreeshap (#6163)
* Reduce shap test duration

* Test interoperability with shap package

* Add feature interactions

* Update GPUTreeShap
2020-09-28 09:43:47 +13:00
Kyle Nicholson
e6a238c020
Update base margin dask (#6155)
* Add `base-margin`
* Add `output_margin` to regressor.

Co-authored-by: fis <jm.yuan@outlook.com>
2020-09-26 21:30:52 +08:00
Philip Hyunsu Cho
bd2b1eabd0
Add back support for scipy.sparse.coo_matrix (#6162) 2020-09-25 00:49:49 -07:00
Jiaming Yuan
33d80ffad0
[dask] Support more meta data on functional interface. (#6132)
* Add base_margin, label_(lower|upper)_bound.
* Test survival training with dask.
2020-09-21 16:56:37 +08:00
Rory Mitchell
47350f6acb
Allow kwargs in dask predict (#6117) 2020-09-15 13:04:03 +12:00
Jiaming Yuan
b5f52f0b1b
Validate weights are positive values. (#6115) 2020-09-15 09:03:55 +08:00
ShvetsKS
c1ca872d1e
Modin DF support (#6055)
* Modin DF support

* mode change

* tests were added, ci env was extended

* mode change

* Remove redundant installation of modin

* Add a pytest skip marker for modin

* Install Modin[ray] from PyPI

* fix interfering

* avoid extra conversion

* delete cv test for modin

* revert cv function

Co-authored-by: ShvetsKS <kirill.shvets@intel.com>
Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2020-08-29 22:33:30 +03:00
Jiaming Yuan
2fcc4f2886
Unify evaluation functions. (#6037) 2020-08-26 14:23:27 +08:00
Rory Mitchell
9a4e8b1d81
GPUTreeShap (#6038) 2020-08-25 12:47:41 +12:00
Philip Hyunsu Cho
cfced58c1c
[CI] Port CI fixes from the 1.2.0 branch (#6050)
* Fix a unit test on CLI, to handle RC versions

* [CI] Use mgpu machine to run gpu hist unit tests

* [CI] Build GPU-enabled JAR artifact and deploy to xgboost-maven-repo
2020-08-22 23:24:46 -07:00
Jiaming Yuan
b9ebbffc57
Fix plotting test. (#6040)
Previously the test loads a model generated by `test_basic.py`, now we generate
the model explicitly.

* Cleanup saved files for basic tests.
2020-08-22 13:18:48 +08:00
Jiaming Yuan
29b7fea572
Optimize cpu sketch allreduce for sparse data. (#6009)
* Bypass RABIT serialization reducer and use custom allgather based merging.
2020-08-19 10:03:45 +08:00
Jiaming Yuan
90355b4f00
Make JSON the default full serialization format. (#6027) 2020-08-19 09:57:43 +08:00
Qi Zhang
989ddd036f
Swap byte-order in binary serializer to support big-endian arch (#5813)
* fixed some endian issues

* Use dmlc::ByteSwap() to simplify code

* Fix lint check

* [CI] Add test for s390x

* Download latest CMake on s390x

* Fix a bug in my code

* Save magic number in dmatrix with byteswap on big-endian machine

* Save version in binary with byteswap on big-endian machine

* Load scalar with byteswap in MetaInfo

* Add a debugging message

* Handle arrays correctly when byteswapping

* EOF can also be 255

* Handle magic number in MetaInfo carefully

* Skip Tree.Load test for big-endian, since the test manually builds little-endian binary model

* Handle missing packages in Python tests

* Don't use boto3 in model compatibility tests

* Add s390 Docker file for local testing

* Add model compatibility tests

* Add R compatibility test

* Revert "Add R compatibility test"

This reverts commit c2d2bdcb7dbae133cbb927fcd20f7e83ee2b18a8.

Co-authored-by: Qi Zhang <q.zhang@ibm.com>
Co-authored-by: Hyunsu Cho <chohyu01@cs.washington.edu>
2020-08-18 14:47:17 -07:00
Jiaming Yuan
4d99c58a5f
Feature weights (#5962) 2020-08-18 19:55:41 +08:00
Jiaming Yuan
ee70a2380b
Unify CPU hist sketching (#5880) 2020-08-12 01:33:06 +08:00
jameskrach
bd6b7f4aa7
[Breaking] Fix .predict() method and add .predict_proba() in xgboost.dask.DaskXGBClassifier (#5986) 2020-08-11 16:11:28 +08:00
Jiaming Yuan
801e6b6800
Fix dask predict shape infer. (#5989) 2020-08-08 14:29:22 +08:00
Jiaming Yuan
dde9c5aaff
Fix missing data warning. (#5969)
* Fix data warning.

* Add numpy/scipy test.
2020-08-05 16:19:12 +08:00
Jiaming Yuan
8599f87597
Update JSON schema. (#5982)
* Update JSON schema for pseudo huber.
* Update JSON model schema.
2020-08-05 15:21:11 +08:00
Jiaming Yuan
9c93531709
Update Python custom objective demo. (#5981) 2020-08-05 12:27:19 +08:00
Jiaming Yuan
fa3715f584
[Dask] Asyncio support. (#5862) 2020-07-30 06:23:58 +08:00
Jiaming Yuan
f5fdcbe194
Disable feature validation on sklearn predict prob. (#5953)
* Fix issue when scikit learn interface receives transformed inputs.
2020-07-29 19:26:44 +08:00
Jiaming Yuan
18349a7ccf
[Breaking] Fix custom metric for multi output. (#5954)
* Set output margin to true for custom metric.  This fixes only R and Python.
2020-07-29 19:25:27 +08:00
Jiaming Yuan
75b8c22b0b
Fix prediction heuristic (#5955)
* Relax check for prediction.
* Relax test in spark test.
* Add tests in C++.
2020-07-29 19:24:07 +08:00
Philip Hyunsu Cho
12110c900e
[CI] Make Python model compatibility test runnable locally (#5941) 2020-07-25 16:58:02 -07:00
Jiaming Yuan
bc1d3ee230
Fix r early stop with custom objective. (#5923)
* Specify `ntreelimit`.
2020-07-23 03:28:17 +08:00
Jiaming Yuan
66cc1e02aa
Setup github action. (#5917) 2020-07-22 15:05:25 +08:00
Philip Hyunsu Cho
ac9136ee49
Further improvements and savings in Jenkins pipeline (#5904)
* Publish artifacts only on the master and release branches

* Build CUDA only for Compute Capability 7.5 when building PRs

* Run all Windows jobs in a single worker image

* Build nightly XGBoost4J SNAPSHOT JARs with Scala 2.12 only

* Show skipped Python tests on Windows

* Make Graphviz optional for Python tests

* Add back C++ tests

* Unstash xgboost_cpp_tests

* Fix label to CUDA 10.1

* Install cuPy for CUDA 10.1

* Install jsonschema

* Address reviewer's feedback
2020-07-18 03:30:40 -07:00
Jiaming Yuan
7c2686146e
Dask device dmatrix (#5901)
* Fix softprob with empty dmatrix.
2020-07-17 13:17:43 +08:00