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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

Use -msse2 flag depending upon architecure while compiling the rabit code (#49)

2eb1a1a371f41a0e0ef3127255aef4ea4f52c461 authored about 7 years ago by snehlatamohite <[email protected]>
Add show_values option to feature importances plot (#2351)

Adding an option to remove the values from the features importances plot in Python.

2e9d06443e4793231dd9ac841f7a7879f11b1d47 authored about 7 years ago by SimonAB <[email protected]>
Update sklearn API to pass along n_jobs to DMatrix creation (#2658)

0664298bb2999c85f5ec198d2c14bc17b912b067 authored about 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
[GPU-Plugin] Major refactor (#2644)

* Removal of redundant code/files.
* Removal of exact namespace in GPU plugin
* Revert double ...

19a53814cea5243533feb7bd0dbe4318102a193d authored about 7 years ago by Rory Mitchell <[email protected]>
Fixed compilation on Scala 2.10 (#2629)

39adba51c55b211441cc93a859beb72d008279de authored about 7 years ago by Sergei Lebedev <[email protected]>
Support instance weights for xgboost4j-spark (#2642)

* Support instance weights for xgboost4j-spark

* Use 0.001 instead of 0 for weights

* Addr...

a00157543d7d7b496d24b29a29352832516316bc authored about 7 years ago by Yun Ni <[email protected]>
Fix past participle tense in docs (#2637)

ba16475c3a99c31b3645ae18362c6a07ffeaba20 authored about 7 years ago by Evan Culver <[email protected]>
Fix demo typo (#2632)

70071fc38c3a93966ce276ac609cfbdf96f89526 authored about 7 years ago by Rory Mitchell <[email protected]>
fix build in case of spaces in path to make (#2619)

cd366ecb4b3700f73dd1321751130becb7340ca9 authored about 7 years ago by Boris Kostenko <[email protected]>
Update GPU acceleration demo (#2617)

* Update GPU acceleration demo

* Fix parameter formatting

332b26df957efc58afb954cb01a6a39a9630e166 authored about 7 years ago by Rory Mitchell <[email protected]>
Add parallel sort for MSVC (#2609)

5661a67d20b90f7c3c868cfa3ef313e684ce3b95 authored about 7 years ago by Rory Mitchell <[email protected]>
[GPU-Plugin] Add GPU accelerated prediction (#2593)

* [GPU-Plugin] Add GPU accelerated prediction

* Improve allocation message

* Update docume...

ef23e424f1d07f3eb21bcec900548893906a4531 authored about 7 years ago by Rory Mitchell <[email protected]>
Update cub submodule again (fixes GPU build) (#2599)

71e5e622b1b3abe7889eebbcf167d74ebd6a7c29 authored about 7 years ago by Rory Mitchell <[email protected]>
Updated cub submodule reference (#2597)

ac2d0d0ac557cec87acb7f3e8e7a16bb0a87cb5a authored about 7 years ago by Rory Mitchell <[email protected]>
revert shallow submodule for cub (#2591)

e04e2fbe2cf5f589a851ac9a6a6529f855bf43a9 authored about 7 years ago by Vadim Khotilovich <[email protected]>
[jvm-packages] Added baseMargin to ml.dmlc.xgboost4j.LabeledPoint (#2532)

* Converted ml.dmlc.xgboost4j.LabeledPoint to Scala

This allows to easily integrate LabeledPo...

771a95aec6015aa6de2dcf822220aa064e5fe52c authored about 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Add throw of asserts and added compute compatibility error check. (#2565)

* [GPU-Plugin] Added compute compatibility error check, added verbose timing

c1104f7d0afdaedd710014dfdc9f54e89512eb3a authored about 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
Fix parameter documentation inconsistencies (#2584)

* fix indentation - otherwise list items are rendered incorrectly
* consistency: no spaces insi...

75ea07b8470a7947fd6e29a7425605800e46f99c authored about 7 years ago by René Scheibe <[email protected]>
Fix typo in sklearn documentation (#2580)

a0c5bde024e78f01443451539cee3a6ef63af63a authored about 7 years ago by René Scheibe <[email protected]>
Several fixes (#2572)

* repared serialization after update process; fixes #2545

* non-stratified folds in python co...

2b3a4318c588ae95c3e544982332f2cf8905f43e authored about 7 years ago by Vadim Khotilovich <[email protected]>
Use jQuery 2.2.4 (#2581)

70b65a282cd3403fda468a165ceccdd7991e600b authored about 7 years ago by Philip Cho <[email protected]>
[GPU-Plugin] Various fixes (#2579)

* Fix test large

* Add check for max_depth 0

* Update readme

* Add LBS specialisation f...

eda9e180f0473db90f686170eea75ddefa8fecdb authored about 7 years ago by Rory Mitchell <[email protected]>
Fix documentation for a misspelled parameter (#2569)

03e213c7cdb9841d3bd482179400d6a184633147 authored about 7 years ago by Philip Cho <[email protected]>
[WIP] Extract prediction into separate interface (#2531)

* [WIP] Extract prediction into separate interface

* Add copyright, fix linter errors

* Ad...

0e06d1805d06fab063ee5f39563a6c6ad7510345 authored about 7 years ago by Rory Mitchell <[email protected]>
MinGW: shared library prefix and appveyor CI (#2539)

* for MinGW, drop the 'lib' prefix from shared library name

* fix defines for 'g++ 4.8 or hig...

00eda28b3c6270f2434b09f4ea46fe9ee6c16c53 authored about 7 years ago by Vadim Khotilovich <[email protected]>
[jvm-packages] Mentioned CMake in the docs (#2529)

d41dc078b6072b988a96bfab23b15f6779a9daa9 authored about 7 years ago by Sergei Lebedev <[email protected]>
To compile on ARM cpu (#2513)

4f3539b913c9a71ad99b773d7b34ad7fd5a84ef6 authored about 7 years ago by Qiang Kou (KK) <[email protected]>
Multi-threaded XGDMatrixCreateFromMat for faster DMatrix creation (#2530)

* Multi-threaded XGDMatrixCreateFromMat for faster DMatrix creation from numpy arrays for python...

6b375f6ad8c2a552a82ef127c78c185c610a603d authored about 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
Fix pylint (#2537)

56550ff3f1c5ba3b306b7654c24f9db31ac5c0e4 authored about 7 years ago by Rory Mitchell <[email protected]>
[jvm-packages] More brooming in tests (#2517)

* Deduplicated DataFrame creation in XGBoostDFSuite

* Extracted dermatology.data into MultiCl...

4eb255262fd8a7172815656c9eb3c148aa0d1e68 authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Fix gpu_hist to allow matrices with more than just 2^{32} elements. Also fixed CPU hist algorithm. (#2518)

ca7fc9fda3bb9e314bbf936f0524f43121fd20b6 authored over 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
[GPU-Plugin] Improved load balancing search (#2521)

c85bf9859e32694e753603eb2e55dd79c36ad02d authored over 7 years ago by Rory Mitchell <[email protected]>
[BUILD] Dockerfile and Jenkinsfile revisited (#2514)

Includes:
- Dockerfile changes
- Dockerfile clean up
- Fix execution privileges of ...

33ee7d161547cac40c58c8b598f74c620a6527bf authored over 7 years ago by Michal Malohlava <[email protected]>
To compile on ARM CPU (#46)

41c96a25a9ae1886ca0de5a044d3e3cc2e5e9643 authored over 7 years ago by Qiang Kou (KK) <[email protected]>
[jvm-packages] Deduplicated train/test data access in tests (#2507)

* [jvm-packages] Deduplicated train/test data access in tests

All datasets are now available ...

66874f57779a28da7fd7451906299702305bed7b authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Add load balancing search to gpu_hist. Add compressed iterator. (#2504)

530f01e21c005e28caebc1236067c23e20326b16 authored over 7 years ago by Rory Mitchell <[email protected]>
Use old parallel algorithm for histogram construction by default (#2501)

It has been reported that new parallel algorithm (#2493) results in excessive
message usage (se...

64c8f6fa6d01e284143f6cdaab3ade163924ceca authored over 7 years ago by Philip Cho <[email protected]>
Fixed Spacing (#2498)

Fixed spacing under "Model Complexity" section

be1f76a06acbacb9d925cccb338fae82fb9d2743 authored over 7 years ago by Jeff Macaluso <[email protected]>
Fix broken make on windows (#2499)

* fix Makefile for make on windows

* clean up compilation warnings

* fix for `no file name...

73500859556a13ad0d7b6396334ea0b37fc74db0 authored over 7 years ago by Vadim Khotilovich <[email protected]>
Patch to improve multithreaded performance scaling (#2493)

* Patch to improve multithreaded performance scaling

Change parallel strategy for histogram c...

ba820847f9dc1be82ca794c18174c267957dedce authored over 7 years ago by Philip Cho <[email protected]>
Update nccl (#2494)

6bfc472bec0bc2f8557aea312c960c2fcaf986b7 authored over 7 years ago by Rory Mitchell <[email protected]>
Not use -msse2 on power or arm arch. close #2446 (#2475)

e7530bdffcbdcf2a3323e0fbd5cc48c32b6ab024 authored over 7 years ago by Qiang Kou (KK) <[email protected]>
Update bosch.py (#2482)

- fix deprecated expression on StratifiedKFold
- use range instead of xrange

9091493250b32277a2d815918865db4a03c80e3a authored over 7 years ago by 69guitar1015 <[email protected]>
Cmake improvements (#2487)

* Cmake improvements
* Add google test to cmake

e939192978a0c152ad7b49b744630e99d54cffa8 authored over 7 years ago by Rory Mitchell <[email protected]>
Fixed a signature of XGBoostModel.predict (#2476)

Prior to this commit XGBoostModel.predict produced an RDD with
an array of predictions for each...

8ceeb32bade74546a2acdd48158931f2457aa785 authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Resolve double compilation issue (#2479)

ed8bc4521e2967d7c6290a4be5895c10327f021a authored over 7 years ago by Rory Mitchell <[email protected]>
[GPU-Plugin] Unify gpu_gpair/bst_gpair. Refactor. (#2477)

5f1b0bb3864d2e6d77187519ee470c641e400c16 authored over 7 years ago by Rory Mitchell <[email protected]>
[jvm-packages] Exposed baseMargin (#2450)

* Disabled excessive Spark logging in tests

* Fixed a singature of XGBoostModel.predict

Pr...

d53534045984031cc8fc6ecea31ed33279ca63ad authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Multi-GPU gpu_id bug fixes for grow_gpu_hist and grow_gpu methods, and additional documentation for the gpu plugin. (#2463)

6b287177c8482c6956fd288ef8bdb0041ea9a01c authored over 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
Update URL for "Multiclass logloss". (#2469)

The original URL shows 404 Error.

91dae84a00a66149b08c6a1b0554b251b8fb681f authored over 7 years ago by Yaguang <[email protected]>
[GPU-Plugin] Change GPU plugin to use tree_method parameter, bump cmake version to 3.5 for GPU plugin, add compute architecture 3.5, remove unused cmake files (#2455)

48f3003302c323475af957b164ac24a564babb6c authored over 7 years ago by Rory Mitchell <[email protected]>
Fixed shared library loading in the Python package (#2461)

* Fixed DLL name on Windows in ``xgboost.libpath``

* Added support for OS X to ``xgboost.libp...

88488fdbb9d915e8cc166fd620fcd4c2fe4bd1f1 authored over 7 years ago by Sergei Lebedev <[email protected]>
[jvm-packages] Expose prediction feature contribution on the Java side (#2441)

* Exposed prediction feature contribution on the Java side

* was not supplying the newly adde...

2911597f3daec5a94e80d2a43a29e4b872befad0 authored over 7 years ago by Edi Bice <[email protected]>
[jvm-packages] Test xgboost4j on Windows (#2451)

d01a31088beabab82b79d0b8c6794d0b223aa3a0 authored over 7 years ago by Sergei Lebedev <[email protected]>
Add build failure message (#2397)

* Add build failure message

* quit on error

9bcbaa8869883d53f506c8ada269ead46aedc743 authored over 7 years ago by Zex Li <[email protected]>
doc: Fix broken links in contribute.md (#2435)

70ba492eb7fd821021901ff873b84661a4214a87 authored over 7 years ago by Ryuichi Yamamoto <[email protected]>
[jvm-packages] JNI Cosmetics (#2448)

* [jvm-packages] Ensure the native library is loaded once

Previously any class using XGBoostJ...

91e778c6db3f30f9b5b4ced7752a64881a0f15cb authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Make node_idx type 32 bit for hist algo. Set default n_gpus to 1. (#2445)

0e48f8752912f4174156cfe988a506be98688f15 authored over 7 years ago by Rory Mitchell <[email protected]>
[jvm-packages] Release dmatrix when no longer needed (#2436)

When using xgboost4j-spark I had executors getting killed much more
often than i would expect b...

169c983b5fed878de1f802a423aea2eb438cc9a6 authored over 7 years ago by ebernhardson <[email protected]>
[GPU-Plugin] Add basic continuous integration for GPU plugin. (#2431)

1899f9e744c746118e8a44b4cbb72f76c0616535 authored over 7 years ago by Rory Mitchell <[email protected]>
[jvm-packages] Another pack of build/CI improvements (#2422)

* [jvm-packages] Fixed compilation on Windows

* [jvm-packages] Build the JNI bindings on Appv...

2cb51f7097df44f7f2993d47865b0090194e2dc4 authored over 7 years ago by Sergei Lebedev <[email protected]>
Update build_trouble_shooting.md (#2430)

I had to fight with my linux box for a day to find the solution to the problem. I hope than this...

46b9889cc5ed318e77277654021c25ad9d6c1fb0 authored over 7 years ago by Alfredo Cambera <[email protected]>
Fix Typo in documentation (#2416)

The objective section was missing a space and thus all the bullet were are the same level.

ee3d680e8908225b3ffb3bd5bad2cabe71d1a6d3 authored over 7 years ago by Pierre PACI <[email protected]>
[R] many minor changes to increase the robustness of the R code (#2404)

* many minor changes to increase robustness of R code

* fixing which mistake in xgb.model.dt....

cd7659937b2c6a4a82988a72761a7f21d9b53743 authored over 7 years ago by Bernie Gray <[email protected]>
[jvm-packages] Deterministically XGBoost training on exception (#2405)

Previously the code relied on the tracker process being terminated
by the OS, which was not the...

0db37c05bdcd56885a6eef2e1158b9c77eddefbe authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Support for building to specific GPU architectures (#2390)

* Support for builing gpu-plugins to specific GPU architectures
1. Option GPU_COMPUTE_VER expos...

34dfe2f6decfa514d5bcd300068acdd6055487fa authored over 7 years ago by Thejaswi <[email protected]>
[python-package] fix sklearn n_jobs/nthreads and seed/random_state bug (#2378)

* add a testcase causing RuntimeError

* move seed/random_state/nthread/n_jobs check to get_xg...

65d2513714b4d3c4f5e8d0ebad607b1f81b46379 authored over 7 years ago by wxchan <[email protected]>
[GPU-Plugin] Multi-GPU for grow_gpu_hist histogram method using NVIDIA NCCL. (#2395)

41efe32aa588aad5ab3932b609762730ad07baad authored over 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
add Qubole example (#2401)

e24f25e0c696048e2d3a9428aa9bf1e0fcdae8a4 authored over 7 years ago by Nan Zhu <[email protected]>
[jvm-packages] Minor improvements to the CMake build (#2379)

* [jvm-packages] Fixed JNI_OnLoad overload

It does not compile on Windows without proper expo...

3820ab6a0ba5adc67d3b12c4fc602f010f148dc5 authored over 7 years ago by Sergei Lebedev <[email protected]>
[jvm-packages] Replaced create_jni.{bat,sh} with a Python version (#2383)

* [jvm-packages] Replaced create_jni.{bat,sh} with a Python version

This allows to have a sin...

37c27ab8e8220c107f6586e580d07f6d6ab37bd8 authored over 7 years ago by Sergei Lebedev <[email protected]>
[R] xgb.importance: fix for multiclass gblinear, new 'trees' parameter (#2388)

c82276386d19b19f756a4bd029f4ce9580dc1ed0 authored over 7 years ago by Vadim Khotilovich <[email protected]>
Use int32_t explicitly when serializing version (#2389)

Use int32_t explicitly when serializing version field of dmatrix in binary
format. On ILP64 arc...

2ae56ca84f250fdc0d497815b0111b3933eadbd1 authored over 7 years ago by Xiaoguang Sun <[email protected]>
[GPU-Plugin] Integration of a faster version of grow_gpu plugin into mainstream (#2360)

* Integrating a faster version of grow_gpu plugin
1. Removed the older files to reduce duplicat...

85b2fb3eeeccf24a980a0d73cb608c8219aa47da authored over 7 years ago by Thejaswi <[email protected]>
libxgboost4j is now part of the CMake build (#2373)

* [jvm-packages] Added libxgboost4j to CMake build

* [jvm-packages] Wired CMake build into cr...

2d9052bc7dfc4d40e915820e0bede05c626b588d authored over 7 years ago by Sergei Lebedev <[email protected]>
[Python] Use appropriate integer types when calling native code. (#2361)

Don't use implicit conversions to c_int, which incidentally happen to work
on (some) 64-bit pla...

ed6384ecbf9c7c3b8b8f3477549404cffb87cabd authored over 7 years ago by Jakub Zakrzewski <[email protected]>
Fix C API header compatibility with C compilers (#2369)

ed8da45f9d774c1c15be332f2b200e6642853fd4 authored over 7 years ago by Artem Krylysov <[email protected]>
[jvm-packages] Fixed checkstyle excludes on Windows (#2370)

XGBoostJNI.java was not excluded on Windows, probably because the path
specified in 'checkstyle...

97abfc487ae0966f1d475a4e9d1b0dd42692a8c9 authored over 7 years ago by Sergei Lebedev <[email protected]>
Fix C API header compatibility with C compilers (#44)

0b406754fa6c5d90e54d55f992045bde45f447ea authored over 7 years ago by Artem Krylysov <[email protected]>
Improve setinfo documentation on R package (#2357)

8e2a1ff2bfd29f0d08c117d617fc0837eb6796cc authored over 7 years ago by Michaël Benesty <[email protected]>
Minor improvements to xgboost/jvm-packages build (#2356)

* Specified 'exec-maven-plugin' version

* Changed 'create_jni.sh' to fail on error

and als...

433269c3354b0c0861113598fdaaaef5ef76aa29 authored over 7 years ago by Sergei Lebedev <[email protected]>
Fixed loop bound in create.new.tree.features (#2328)

for loop in create.new.tree.features was referencing length(trees) as the upper bound of the loo...

b29b7d1d76897ebad24837750715880457c7382a authored over 7 years ago by davidt0x <[email protected]>
Update CONTRIBUTORS.md (#2350)

812300bb7ff2a112afb30cb185a1d9f2de3f6ee0 authored over 7 years ago by Juang, Yi-Lin <[email protected]>
Minor cleanup (#2342)

* Clean up demo of multiclass classification

* Remove extra space

6776292951565c8cd72e69afd9d94de1474f00c0 authored over 7 years ago by Juang, Yi-Lin <[email protected]>
Update parameter.md (#2348)

f1dc82e3e1beadab504746ee2e44381fd8c47822 authored over 7 years ago by Alexander Kiselev <[email protected]>
Sklearn kwargs (#2338)

* Added kwargs support for Sklearn API

* Updated NEWS and CONTRIBUTORS

* Fixed CONTRIBUTOR...

0f3a404d91e185df6247b925578d4780dae5be32 authored over 7 years ago by gaw89 <[email protected]>
Sklearn convention update (#2323)

* Added n_jobs and random_state to keep up to date with sklearn API.
Deprecated nthread and see...

6cea1e3fb7bdc435aeba5ea6fc5567e29249486e authored over 7 years ago by gaw89 <[email protected]>
[gbtree] fix update process to work with multiclass and multitree; fixes #2315 (#2332)

da1629e84842972560e1ed67cb2a2569ff5a8476 authored over 7 years ago by Vadim Khotilovich <[email protected]>
adding feature contributions to R and gblinear (#2295)

* [gblinear] add features contribution prediction; fix DumpModel bug

* [gbtree] minor changes...

b52db87d5c3e81440b6b0f0a33f33ad080eaeb68 authored over 7 years ago by Vadim Khotilovich <[email protected]>
Fix compilation on OS X with GCC 7 (#2256)

* Fix compilation on OS X with GCC 7

Compilation failed with

In file included from src/tre...

e5e721722e8a286dcf6b47467d482655853c033d authored over 7 years ago by Sergei Lebedev <[email protected]>
[GPU-Plugin] Improved split finding performance. (#2325)

3ca64ffa02dd2f3608fcf11486bffbef438a75d8 authored over 7 years ago by PSEUDOTENSOR / Jonathan McKinney <[email protected]>
Add option to choose booster in scikit intreface (gbtree by default) (#2303)

* Add option to choose booster in scikit intreface (gbtree by default)

* Add option to choose...

29289d23020305bef5533c7231a5b2942931466f authored over 7 years ago by jayzed82 <[email protected]>
Update ISSUE_TEMPLATE.md (#2308)

* Update ISSUE_TEMPLATE.md

* Update ISSUE_TEMPLATE.md

96f9776ab01e824ef01c313051fea9b5022aebb8 authored over 7 years ago by Nan Zhu <[email protected]>
[jvm-packages] Disable fast histo for spark (#2296)

* add back train method but mark as deprecated

* fix scalastyle error

* disable fast histo...

a607f697e37035a16a9d42496ec2b5f2e1affe41 authored over 7 years ago by Nan Zhu <[email protected]>
[R] native routines registration (#2290)

* [R] add native routines registration

* c_api.h needs to include <cstdint> since it uses fix...

c66ca792215a97354305ce5d60aada7c58bbd114 authored over 7 years ago by Vadim Khotilovich <[email protected]>
Add prediction of feature contributions (#2003)

* Add prediction of feature contributions

This implements the idea described at http://blog.d...

6bd1869026eb66a542ccd8573f1e4b098a8cf7c6 authored over 7 years ago by Maurus Cuelenaere <[email protected]>
Removed 'flink.suffix' and added 'flink.version' (#2277)

The former was just Scala binary tag, and the latter was hardcoded in
the 'xgboost4j-flink' POM.

e62be19c70b8ca62132393c3ab5c08dc292b4258 authored over 7 years ago by Sergei Lebedev <[email protected]>
[jvm-packages] fix the persistence of XGBoostEstimator (#2265)

* add back train method but mark as deprecated

* fix scalastyle error

* fix the persistenc...

428453f7d6e21f0db4c656661a6d4b6c1737c871 authored over 7 years ago by Nan Zhu <[email protected]>
[GPU Plugin] Fast histogram speed improvements. Updated benchmarks. (#2258)

6bf968efe6e430615578a90eb56ea455b3a2ff2e authored over 7 years ago by Rory Mitchell <[email protected]>
Fix typo (#2264)

98ea46153223ce3539da1e8e18d9858f3d88639c authored over 7 years ago by Dmitry Nikulin <[email protected]>