如何使用多线程在OSX上安装XGBoost

时间:2016-12-03 00:25:23

标签: c++ r macos xgboost

我正在尝试按照指南here在我的mac(osx 10.12.1)上安装xgboost,但我遇到了一些问题。

步骤1

  

通过brew install gcc --without-multilib

的openmp支持获取gcc-6.x.x

终端

Ben$ brew install gcc --without-multilib
Error: gcc-5.3.0 already installed
To install this version, first `brew unlink gcc`

Ben$ brew unlink gcc
Unlinking /usr/local/Cellar/gcc/5.3.0... 1288 symlinks removed

Ben$ brew install gcc --without-multilib
[26 minutes later]
==> Summary
  /usr/local/Cellar/gcc/6.2.0: 1,358 files, 238.3M, built in 26 minutes 20 seconds

步骤2

  

克隆存储库git clone --recursive https://github.com/dmlc/xgboost

终端

Ben$ git clone --recursive https://github.com/dmlc/xgboost
Cloning into 'xgboost'...
remote: Counting objects: 18754, done.
remote: Compressing objects: 100% (21/21), done.
remote: Total 18754 (delta 1), reused 0 (delta 0), pack-reused 18733
Receiving objects: 100% (18754/18754), 6.23 MiB | 3.74 MiB/s, done.
Resolving deltas: 100% (11347/11347), done.
Checking connectivity... done.
Submodule 'dmlc-core' (https://github.com/dmlc/dmlc-core) registered for path 'dmlc-core'
Submodule 'rabit' (https://github.com/dmlc/rabit) registered for path 'rabit'
Cloning into '/Users/Ben/xgboost/dmlc-core'...
Cloning into '/Users/Ben/xgboost/rabit'...
Submodule path 'dmlc-core': checked out 'f35f14f30835af238257b979cc1fac3e41ff3291'
Submodule path 'rabit': checked out 'a9a2a69dc1144180a43f7d2d1097264482be7817'

步骤3

  

使用以下命令构建cd xgboost; cp make/config.mk ./config.mk; make -j4

     

注意:如果您使用OSX El Capitan,brew会安装gcc最新版本的gcc-6。因此,您可能需要修改Makefile#L46并将gcc-5更改为gcc-6。之后在make / config.mk中将gcc-5 / g ++ - 5更改为gcc-6 / g ++ - 6然后使用以下命令进行构建

嗯。不完全确定在这做什么。我在xgboost/中看到一个名为“Makefile”的文件。在里面我看到很多我不理解的东西,但这些线看起来很相似

Makefile(摘录)

# on Mac OS X, force brew gcc-6, since the Xcode c++ fails anyway
# it is useful for pip install compiling-on-the-fly
OS := $(shell uname)
ifeq ($(OS), Darwin)
export CC = $(if $(shell which gcc-6),gcc-6,$(if $(shell which gcc-mp-6), gcc-mp-6, clang))
export CXX = $(if $(shell which g++-6),g++-6,$(if $(shell which g++-mp-6),g++-mp-6, clang++))
endif

要忽略这一点并继续......

终端

Ben$ cd xgboost; cp make/config.mk ./config.mk; make -j4
[Tons of log output. Appears to finish succesfully]
...
g++-6 -std=c++0x -Wall -O3 -msse2  -Wno-unknown-pragmas -funroll-loops -Iinclude   -Idmlc-core/include -Irabit/include -fPIC -fopenmp -shared -o lib/libxgboost.so build/learner.o build/logging.o build/c_api/c_api.o build/c_api/c_api_error.o build/common/common.o build/data/data.o build/data/simple_csr_source.o build/data/simple_dmatrix.o build/data/sparse_page_dmatrix.o build/data/sparse_page_raw_format.o build/data/sparse_page_source.o build/data/sparse_page_writer.o build/gbm/gblinear.o build/gbm/gbm.o build/gbm/gbtree.o build/metric/elementwise_metric.o build/metric/metric.o build/metric/multiclass_metric.o build/metric/rank_metric.o build/objective/multiclass_obj.o build/objective/objective.o build/objective/rank_obj.o build/objective/regression_obj.o build/tree/tree_model.o build/tree/tree_updater.o build/tree/updater_colmaker.o build/tree/updater_histmaker.o build/tree/updater_prune.o build/tree/updater_refresh.o build/tree/updater_skmaker.o build/tree/updater_sync.o dmlc-core/libdmlc.a rabit/lib/librabit.a -pthread -lm  -fopenmp 

Step4(说明here?)

  

如果您想使用最新的xgboost版本   编译xgboost,使用library(devtools); install('xgboost/R-package')   手动安装xgboost包(相应地改变路径)   你在哪里编译xgboost)。

新R会话

library(devtools)
install("/Users/Ben/xgboost/R-package")

Installing xgboost
'/Library/Frameworks/R.framework/Resources/bin/R' --no-site-file --no-environ --no-save --no-restore --quiet CMD INSTALL  \
  '/Users/Ben/xgboost/R-package' --library='/Library/Frameworks/R.framework/Versions/3.3/Resources/library' --install-tests 

* installing *source* package ‘xgboost’ ...
** libs
g++-5 -std=c++11 -I/Library/Frameworks/R.framework/Resources/include -DNDEBUG -I../..//include -I../..//dmlc-core/include -I../..//rabit/include -I../../ -DXGBOOST_STRICT_R_MODE=1 -DDMLC_LOG_BEFORE_THROW=0 -DDMLC_ENABLE_STD_THREAD=1 -DDMLC_DISABLE_STDIN=1 -DDMLC_LOG_CUSTOMIZE=1 -DXGBOOST_CUSTOMIZE_LOGGER=1 -DRABIT_CUSTOMIZE_MSG_ -DRABIT_STRICT_CXX98_ -I/usr/local/opt/llvm/include   -fopenmp  -fPIC  -Wall -mtune=core2 -g -O2 -c xgboost_R.cc -o xgboost_R.o
make: g++-5: No such file or directory
make: *** [xgboost_R.o] Error 1
ERROR: compilation failed for package ‘xgboost’
* removing ‘/Library/Frameworks/R.framework/Versions/3.3/Resources/library/xgboost’
* restoring previous ‘/Library/Frameworks/R.framework/Versions/3.3/Resources/library/xgboost’
Error: Command failed (1)

失败:(我哪里出错?

1 个答案:

答案 0 :(得分:0)

我的方法是在你的第一个(更新gcc)和第二个(克隆)步骤之后,不需要构建任何东西(它们用于其他语言,如python)

3)更新〜/ .R / Makevars

https://github.com/dmlc/xgboost/issues/1136

How to make R package xgboost parallel in OS X with OpenMP compilation?

4)从克隆xgboost / R-package / configure更改ac_pkg_openmp到yes https://github.com/dmlc/xgboost/issues/2503

5)在xgboost / R-package类型R CMD INSTALL .http://xgboost.readthedocs.io/en/latest/build.html#r-package-installation