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github.com/dmlc/xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
https://github.com/dmlc/xgboost

Update README.md

01aff45f26beef711813752fc93a860a6050d5d4 authored over 6 years ago by Tianqi Chen <[email protected]>
init (#60)

edc403fb2c8c21039c8d57cf93057dfe248f1717 authored over 6 years ago by Ruifeng Zheng <[email protected]>
[DOCS] Update link to readme (#3437)

e62639c59b488c17b300c16a0625e9ccdda14d7a authored over 6 years ago by Tianqi Chen <[email protected]>
[jvm-packages] Expose nativeBooster for XGBoostClassificationModel and XGBoostRegressionModel. (#3428)

aec6299c4917c07b2935b052bb421df72b6cf460 authored over 6 years ago by Yanbo Liang <[email protected]>
fixed MinGW missed dll (#3430)

295252249e8a5d9188423eed143022d78afbfbb9 authored over 6 years ago by Nikita Titov <[email protected]>
Add qid like ranklib format (#2749)

* add qid for https://github.com/dmlc/xgboost/issues/2748

* change names

* change spaces
...

0cf88d036fb46c59926568340ac8d7b38d4c3ec6 authored over 6 years ago by liuliang01 <[email protected]>
allow arbitrary cross validation fold indices (#3353)

* allow arbitrary cross validation fold indices

- use training indices passed to `folds` par...

18813a26ab5d7329ed9978cf219a0fc5af50b635 authored over 6 years ago by Oliver Laslett <[email protected]>
Save and load model in sklearn API (#3192)

* Add (load|save)_model to XGBModel

* Add docstring

* Fix docstring

* Fix mixed use of ...

594bcea83e7b4a861ff738e38b946ec5821223c6 authored over 6 years ago by Mike Liu <[email protected]>
Build universal wheels using GPU CI (#3424)

24fde9266058284af1fe4ea75169b8f1c28df1e5 authored over 6 years ago by Rory Mitchell <[email protected]>
Convert handle == nullptr from SegFault to user-friendly error. (#3021)

* Convert SegFault to user-friendly error.

* Apply the change to DMatrix API as well

30d10ab0353a486ce088048702fdcbbaae3cbc17 authored over 6 years ago by Yun Ni <[email protected]>
Better doc for save_model() / load_model() (#3143)

Be clear that they do not save Python-specific attributes

8bec8d5e9a7b56678634178f61f583683e26c57c authored over 6 years ago by cinqS <[email protected]>
Fix tweedie handling of base_score (#3295)

* fix tweedie margin calculations

* add entry to contributors

12e34f32e2b3022003853ae7a9f427854b91d0a7 authored over 6 years ago by pdesahb <[email protected]>
Refactor of FastHistMaker to allow for custom regularisation methods (#3335)

* Refactor to allow for custom regularisation methods

* Implement compositional SplitEvaluato...

64b8cffde3b349bc145bd863fb1421d4134f6e4d authored over 6 years ago by Henry Gouk <[email protected]>
Do not unzip google test archive if exists (#3416)

cafc621914f6c7a05aa3842f32793b5615eb7f8f authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Fix wget for google tests in tests (#3414)

CI tests were failing because wget prompts "the user" for a response
whenever the google test a...

e2743548ed136207a67c70a7cd82e1cfe07a9b3d authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Refactor python tests (#3410)

* Add unit test utility

* Refactor updater tests. Add coverage for histmaker.

a0a1df1abad802b46edbbe5accc0a0bd601b5c47 authored over 6 years ago by Rory Mitchell <[email protected]>
[jvm-packages] avoid use of Seq.apply in buildGroups (#3413)

0988fb191f6aacde50020b2d5e94c92df2ac4e58 authored over 6 years ago by Adam Johnston <[email protected]>
added code for instance based weighing for rank objectives (#3379)

* added code for instance based weighing for rank objectives

* Fix lint

5cd851ccef8cf0a0a71094d0d0e33a9d102f1f55 authored over 6 years ago by ngoyal2707 <[email protected]>
[jvm-packages] Maven central release stuffs (#3401)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

d062c6f61b881fa252ed8388a24376d2409c30af authored over 6 years ago by Nan Zhu <[email protected]>
Allow import via python datatable. (#3272)

* Allow import via python datatable.

* Write unit tests

* Refactor dt API functions

* R...

9ac163d0bb25dbcc39e010eba3a1e76eff04013c authored over 6 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
[jvm-packages] Added latest version number example (#3374)

* Added latest version number example

* Added latest version number example

eecf341ea7bdf8c508a1015f41cdd9bb528e29c7 authored over 6 years ago by James <[email protected]>
Shared memory atomics while building histogram (#3384)

* Use shared memory atomics for building histograms, whenever possible

0e78034607368c12bc32373ab37a2acd98e7a86b authored over 6 years ago by Thejaswi <[email protected]>
[jvm-packages] XGBoost Spark integration refactor (#3387)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

2c4359e914ebdd76d5c22619cdad7213d29fa206 authored over 6 years ago by Yanbo Liang <[email protected]>
Fix CRAN check for lintr (#3372)

* fix CRAN check

* Update submodules dmlc-core and rabit

* Add kintr to rmingw test

e6696337e4f068eb841c3f319deffd36d292dc19 authored over 6 years ago by Tong He <[email protected]>
Don't define DMLC_LOG_STACK_TRACE on Solaris (#59)

DMLC_LOG_STACK_TRACE involves use of non-standard header execinfo.h, which
causes compilation f...

87143deb4c0a34302f727ba35497e3380b2cced8 authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
params confusion fixed (#3386)

578a0c7ddb08d524a0c0b261a98524c97a57fcaa authored over 6 years ago by Bruce Qu <[email protected]>
Update index.md (#3228)

34e3edfb1a6b075a00b49972faada70e4dbf7648 authored over 6 years ago by Gorkem Ozkaya <[email protected]>
added python doc string for nthreads to dmatrix (#3363)

902ecbade8b5f786c2ec656df30aea2d76c6c443 authored over 6 years ago by ngoyal2707 <[email protected]>
Dmatrix refactor stage 1 (#3301)

* Use sparse page as singular CSR matrix representation

* Simplify dmatrix methods

* Reduc...

a96039141a8dd2d053ae8f415c8fc8e52223216e authored over 6 years ago by Rory Mitchell <[email protected]>
GPU binning and compression. (#3319)

* GPU binning and compression.

- binning and index compression are done inside the DeviceShar...

286dccb8e85b053cebc829e06f018dce184306d9 authored over 6 years ago by Andy Adinets <[email protected]>
Cleanup old artefacts in Jenkins (#3361)

3f7696ff53478fa107b15c2a830fabe7ebbca78e authored over 6 years ago by Rory Mitchell <[email protected]>
Save outputs in high precision in CLI prediction (#3356)

Currently, `CLIPredict()` saves prediction results in default 6-digit precision which causes pre...

bd01acdfbc79de2431324ab115ffca48f5d29909 authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Update 0.8 version num (#3358)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

f66731181f6912ec2774572fb42374b6cd31fe15 authored over 6 years ago by Nan Zhu <[email protected]>
Release version 0.72 (#3337)

1214081f994c3798703a035419aafb84716c3cba authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Fix print.xgb.Booster for R (#3338)

* Fix print.xgb.Booster

valid_handle should be TRUE when x$handle is NOT null

* Update xgb...

b7cbec4d4bf3e102164f083638d41de0aafa2999 authored over 6 years ago by Ryota Suzuki <[email protected]>
Add validate_features option for Booster predict (#3323)

* Add validate_features option for Booster predict

* Fix trailing whitespace in docstring

a510e68ddaa1004b1f1e59f67bb43314c398b5e7 authored over 6 years ago by Kristian Gampong <[email protected]>
Remove output_margin from XGBClassifier.predict_proba argument list. (#3343)

b018ef104f0c24efaedfbc896986ad3ed1b66774 authored over 6 years ago by Yanbo Liang <[email protected]>
Fix test_param.cc header path (#3317)

34aeee2961ff394ee69342c0b4e9b978bded769a authored over 6 years ago by trivialfis <[email protected]>
Point rabit submodule at latest commit from master. (#3330)

8efbadcde49da67a9d9ed6491c0012caf83c24e3 authored over 6 years ago by Dave Challis <[email protected]>
Fix building shared library. (#58)

fc5072b1000294e9c10487f5f535b3aa4e2c50be authored over 6 years ago by trivialfis <[email protected]>
Sklearn: validation set weights (#2354)

* Add option to use weights when evaluating metrics in validation sets

* Add test for validat...

480e3fd764e10ec11bf69fa77a9af50632a10f64 authored over 6 years ago by pdavalo <[email protected]>
For CRAN submission, remove all #pragma's that suppress compiler warnings (#3329)

* For CRAN submission, remove all #pragma's that suppress compiler warnings

A few headers in ...

71e226120ad6409a8ff6168375cea6c59e4aaa2f authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Fix for issue 3306. (#3324)

d367e4fc6bba9194e4f7d51179f1be93edbc1b55 authored over 6 years ago by Thejaswi <[email protected]>
[jvm-packages] Fixed CheckpointManagerSuite for Scala 2.10 (#3332)

As before, the compilation error is caused by mixing positional and
labelled arguments.

8f6aadd4b7e50181af920660fe0c4db3a831dd3a authored over 6 years ago by Sergei Lebedev <[email protected]>
Add cuda forwards compatibility (#3316)

3ee725e3bb345e31793ec84551911a89f546d30e authored over 6 years ago by Rory Mitchell <[email protected]>
Add cuda 8/9.1 centos 6 builds, test GPU wheel on CPU only container. (#3309)

* Add cuda 8/9.1 centos 6 builds, test GPU wheel on CPU only container.

* Add Google test

f8b76867190d05223efd557c06ce5c67f1c9506c authored over 6 years ago by Rory Mitchell <[email protected]>
CRAN Submission for 0.71.1 (#3311)

* fix for CRAN manual checks

* fix for CRAN manual checks

* pass local check

* fix vari...

098075b81b687833461baf86519b7750768d24ca authored over 6 years ago by Tong He <[email protected]>
[jvm-packages] update xgboost4j cross build script to be compatible with older glibc (#3307)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

49b9f39818d9002c3fffcd00da0bec6d573f4f17 authored over 6 years ago by Nan Zhu <[email protected]>
Update dmlc-core submodule (#3221)

* Update dmlc-core submodule

* Fix dense_parser to work with the latest dmlc-core

* Specif...

9a8211f668ddf46d04af898f3a63bf377767b580 authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
freebsd support in libpath.py (#3247)

039dbe6aec9bf2a7aeda9bcfa0c2d0ced90a66fb authored over 6 years ago by mallniya <[email protected]>
Suggest git submodule update instead of delete + reclone (#3214)

0c0a78c255fe34743bf98567ec76b4769cf7811e authored over 6 years ago by Clive Chan <[email protected]>
Improve .gitignore patterns (#3184)

* Adjust xgboost entries in .gitignore

They were overly broad. In particularly this was incon...

747381b520e3c85142567e177e4f216cfb709b1e authored over 6 years ago by Will Storey <[email protected]>
Increase precision of bst_float values in tree dumps (#3298)

* Increase precision of bst_float values in tree dumps

* Increase precision of bst_float valu...

cc79a65ab9be8b41b771299e33969b46d765c094 authored over 6 years ago by Samuel O. Ronsin <[email protected]>
Fix typo (#3305)

d13f1a0f16097e493f020b2f04f2091e89df57b3 authored over 6 years ago by Brandon Greenwell <[email protected]>
Prevent multiclass Hessian approaching 0 (#3304)

* Prevent Hessian in multiclass objective becoming zero

* Set default learning rate to 0.5 fo...

088bb4b27ce933962844be572c0f3a4a8ab31f9f authored over 6 years ago by Rory Mitchell <[email protected]>
Multi-GPU HostDeviceVector. (#3287)

* Multi-GPU HostDeviceVector.

- HostDeviceVector instances can now span multiple devices, def...

b8a0d66fe6f9f8acc3b27afa81d2fc8ef074633d authored over 6 years ago by Andrew V. Adinetz <[email protected]>
Update Jenkins CI for GPU (#3294)

90a5c4db9d3466bd5e2a42bb831da624c3e1194b authored over 6 years ago by Rory Mitchell <[email protected]>
Fix issue #3264, accuracy issues on k80 GPUs. (#3293)

c80d51ccb3942be0884cbecd74fe9436f146171e authored over 6 years ago by Thejaswi <[email protected]>
[jvm-packages] scripts to cross-build and deploy artifacts to github (#3276)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

e1f57b4417146b3a11e14619b00851c67dffa0a3 authored over 6 years ago by Nan Zhu <[email protected]>
Fix broken link for xgboost-spark example. (#3275)

4850f67b85e8c9f02c1f249d482cb06f00c6881b authored over 6 years ago by Yanbo Liang <[email protected]>
fix typo in README (#3263)

c2b647f26e3b9a870969043fbe2100008d4fb7e1 authored over 6 years ago by Thomas J. Leeper <[email protected]>
[jvm-packages] change version of jvm to keep consistent with other pkgs (#3253)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

25b2919c448615abc0943ae8e0bad0898886c7f0 authored over 6 years ago by Nan Zhu <[email protected]>
[jvm-packages] upgrade spark version to 2.3 (#3254)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

d9dd485313a3f67abf2674d169b596294e718e03 authored over 6 years ago by Nan Zhu <[email protected]>
Implement GPU accelerated coordinate descent algorithm (#3178)

* Implement GPU accelerated coordinate descent algorithm.

* Exclude external memory tests fo...

a185ddfe03f881735e2e59dc5c1e268500309bbd authored over 6 years ago by Rory Mitchell <[email protected]>
Clang-tidy static analysis (#3222)

* Clang-tidy static analysis

* Modernise checks

* Google coding standard checks

* Ident...

ccf80703efefc7c9ff988c454c05e01beacba26d authored over 6 years ago by Rory Mitchell <[email protected]>
Update rabit submodule to latest version. (#3246)

3242b0a3787176b983b725e81b41b7675a4a5839 authored over 6 years ago by Michal Josífko <[email protected]>
Fix RMinGW build error: dependency 'data.table' not available (#3257)

The R package dependency 'data.table' is apparently unavailable in Windows binary format, result...

842e28fdcd65f0714c452e798ef23246f7019c4a authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Release version 0.71 (#3200)

230cb9b78782df54445ce582452170460ba01bfd authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
[jvm-packages] add back libsvm notes (#3232)

* add back train method but mark as deprecated

* add back train method but mark as deprecated...

4109818b3229f99e300a9da82b6326fa82e855fd authored over 6 years ago by Nan Zhu <[email protected]>
Fix logic in GPU predictor cache lookup (#3217)

* Fix logic in GPU predictor cache lookup

* Add sklearn test for GPU prediction

443ff746e9723dcf571769b0d6ea28fbcb3e4a3f authored over 6 years ago by Rory Mitchell <[email protected]>
Change reduce operation from thrust to cub. Fix for cuda 9.1 error (#3218)

* Change reduce operation from thrust to cub. Fix for cuda 9.1 runtime error

* Unit test sum ...

a1ec7b1716f78d333ead277cc17b3c04097a2b7b authored over 6 years ago by Rory Mitchell <[email protected]>
Fix up `make pippack` command for building source package for PyPI (#3199)

* Now `make pippack` works without any manual action: it will produce
xgboost-[version].tar.g...

017acf54d9ab5347807880a895fa1d76d0cd9cf2 authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Replace cBind by cbind (#3203)

* modify test_helper.R

* fix noLD

* update desc

* fix solaris test

* fix desc

* i...

ace4016c368d20544d73226a9f7c00ff6aec4282 authored over 6 years ago by Tong He <[email protected]>
Condense MinGW installation instruction (#3201)

b08762066113db81b6872dfcc2c8f253ac092da4 authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Change DESCRIPTION to more modern look (#3179)

So other things can be added in comment field, such as ORCID.

92782a8406f98aff1a4b02aade317304cb244b60 authored over 6 years ago by Yuan (Terry) Tang <[email protected]>
rank_metric: add AUC-PR (#3172)

* rank_metric: add AUC-PR

Implementation of the AUC-PR calculation for weighted data, propose...

04221a7469dbd0b43b2719eede51387913580db3 authored over 6 years ago by Arjan van der Velde <[email protected]>
fix typo (#3188)

8fb3388af22cd695c7575ceb277df9b05f092ade authored over 6 years ago by zhaocc <[email protected]>
Allow compiling with -Werror=strict-prototypes (#56)

Without this, with gcc 7.3.0, we see things like:

/xgboost/include/xgboost/c_api.h:98:1: erro...

7bc46b8c75a6d530b2ad4efcf407b6aeab71e44f authored over 6 years ago by Will Storey <[email protected]>
Fix memory leak in XGDMatrixCreateFromMat_omp() (#3182)

* Fix memory leak in XGDMatrixCreateFromMat_omp()

This replaces the array allocated by new wi...

00d9728e4bbc1681857cb981e213e432dceda86a authored over 6 years ago by Will Storey <[email protected]>
Allow compilation with -Werror=strict-prototypes (#3183)

c85995952f70eea54dc615f69716e4a051d0ff1e authored over 6 years ago by Will Storey <[email protected]>
Fix bug with gpu_predictor caching behaviour (#3177)

* Fixes #3162

9fa45d3a9cfa4274061f1be95762b21e2e2383a8 authored over 6 years ago by Rory Mitchell <[email protected]>
Fixed performance bug (#3171)

Minor performance improvements to gpu predictor

cdc036b752df52c32d43329a9b9c92ae05debbec authored over 6 years ago by Ray Kim <[email protected]>
Fix incorrect minimum value in quantile generation (#3167)

7a81c87dfa5b95bc30f6cdf31c81cc34821c8d11 authored over 6 years ago by Rory Mitchell <[email protected]>
Additional improvements for gblinear (#3134)

* fix rebase conflict

* [core] additional gblinear improvements

* [R] callback for gblinea...

706be4e5d44e6ad4a524eed8885c5a6bdcb9386f authored over 6 years ago by Vadim Khotilovich <[email protected]>
Added back UpdatePredictionCache() in updater_gpu_hist.cu. (#3120)

* Added back UpdatePredictionCache() in updater_gpu_hist.cu.

- it had been there before, but ...

a1b48afa41f888a256ff2645c4153d3d796bfb9c authored over 6 years ago by Andrew V. Adinetz <[email protected]>
'hist': Montonic Constraints (#3085)

* Extended monotonic constraints support to 'hist' tree method.

* Added monotonic constraints...

d5f1b74ef5b33ebb64863f66fd976d6c6efe0667 authored over 6 years ago by redditur <[email protected]>
Update build_trouble_shooting.md (#3144)

89371340154a774c4226c4432a642bb1da446d24 authored over 6 years ago by Andrea Bergonzo <[email protected]>
Documenting CSV loading into DMatrix (#3137)

* Support CSV file in DMatrix

We'd just need to expose the CSV parser in dmlc-core to the Pyt...

32ea70c1c9afbdc101a54ac7405629f65cc2378a authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Replaced std::vector-based interfaces with HostDeviceVector-based interfaces. (#3116)

* Replaced std::vector-based interfaces with HostDeviceVector-based interfaces.

- replacement...

d5992dd88101abf2345095181504d003b4fc2c04 authored over 6 years ago by Andrew V. Adinetz <[email protected]>
Fixed print statements and xrange to be compatibile with Python 2 and 3. (#55)

440e81db0b60dc873c23a10b31287479a3409b17 authored over 6 years ago by Dennis O'Brien <[email protected]>
Remove unnecessary dependencies in distributed test (#3132)

11bfa8584d8ddba2060ae2731f8599184e65f3b9 authored over 6 years ago by Yuan (Terry) Tang <[email protected]>
Remove additional "/" in external memory doc (#3131)

cf89fa7139ed080f258126ce18edf69d290d4ead authored over 6 years ago by Yuan (Terry) Tang <[email protected]>
Update GPU plug-in documentation link (#3130)

5d4cc490801673179bb800a5b6c4b93ce7159a0b authored over 6 years ago by Yuan (Terry) Tang <[email protected]>
Fix doc build (#3126)

* Fix doc build

ReadTheDocs build has been broken for a while due to incompatibilities betwee...

3d7aff569762021916c36f021ce671bb19f8ac6b authored over 6 years ago by Philip Hyunsu Cho <[email protected]>
Minor: fixed dropdown <li> width in xgboost.css (#3121)

eb9e30bb309825b7a788b571e7d5c9414a1056e3 authored over 6 years ago by Dmitry Mottl <[email protected]>
Minor: removed extra parenthesis in doc (#3119)

20b733e1a0a4f8dd5bb984c7f4e17f5a2aca2984 authored over 6 years ago by Dmitry Mottl <[email protected]>
modify build guide from source on macOS (#2993)

* modify build guide from source on macOS

* fix; installation for macOS

8153ba6fe77381595af0286a8989e36f35cd5034 authored over 6 years ago by tomisuker <[email protected]>
Update GPU code with dmatrix changes (#3117)

dd82b28e20bc63e35cd978b770b0cf78c27f738f authored over 6 years ago by Rory Mitchell <[email protected]>
Refactor linear modelling and add new coordinate descent updater (#3103)

* Refactor linear modelling and add new coordinate descent updater

* Allow unsorted column it...

10eb05a63a8c0e2dd2d8b8693dfff43481477d9f authored over 6 years ago by Rory Mitchell <[email protected]>
[core] fix slow predict-caching with many classes (#3109)

* fix prediction caching inefficiency for multiclass

* silence some warnings

* redundant i...

9ffe8596f293d337818e4b9fbf2c752e0e598272 authored over 6 years ago by Vadim Khotilovich <[email protected]>