caffe 无GPU 环境搭建
root@k-Lenovo:/home/k# sudo apt-get install libprotobuf-dev libleveldb-dev libsnappy-dev libopencv-dev libhdf5-serial-dev protobuf-compiler
root@k-Lenovo:/home/k# sudo apt-get install --no-install-recommends libboost-all-dev
root@k-Lenovo:~# sudo apt-get install linux-headers-$(uname -r)
BLAS
root@k-Lenovo:/home/k# sudo apt-get install libatlas-base-dev
其他依赖项
root@k-Lenovo:/home/k# sudo apt-get install libgflags-dev libgoogle-glog-dev liblmdb-dev
OpenCV
root@k-Lenovo:/home/k# sudo apt-get install build-essential
root@k-Lenovo:/home/k# sudo apt-get install cmake git libgtk2.0-dev pkg-config libavcodec-dev libavformat-dev libswscale-dev
root@k-Lenovo:/home/k# sudo apt-get install python-dev python-numpy libtbb2 libtbb-dev libjpeg-dev libpng-dev libtiff-dev libjasper-dev libdc1394-22-dev
1
2
3
4
|
git clone https://github.com/Itseez/opencv.git
cd ~/opencv
mkdir build
cd build
|
http://pan.baidu.com/s/1c1PF9w0 #opencv下载
root@k-Lenovo:~/opencv/build# cmake -D CMAKE_BUILD_TYPE=Release -D CMAKE_INSTALL_PREFIX=/usr/local ..
root@k-Lenovo:~/opencv/build# ls
3rdparty CPackSourceConfig.cmake Makefile
apps CTestTestfile.cmake modules
bin custom_hal.hpp opencv2
CMakeCache.txt cvconfig.h OpenCVConfig.cmake
CMakeFiles data OpenCVConfig-version.cmake
cmake_install.cmake doc OpenCVModules.cmake
cmake_uninstall.cmake include test-reports
CMakeVars.txt junk unix-install
CPackConfig.cmake lib version_string.tmp
root@k-Lenovo:~/opencv/build# make -j4
root@k-Lenovo:~/opencv/build# sudo make install
Caffe
root@k-Lenovo:~/caffe# ls
caffe.cloc data INSTALL.md models tools
cmake docker LICENSE python
CMakeLists.txt docs Makefile README.md
CONTRIBUTING.md examples Makefile.config.example scripts
CONTRIBUTORS.md include matlab src
root@k-Lenovo:~/caffe# pwd
/root/caffe
root@k-Lenovo:~/caffe# cp Makefile.config.example Makefile.config
root@k-Lenovo:~/caffe# vim Makefile
endif
ifeq ($(USE_OPENCV), 1)
LIBRARIES += opencv_core opencv_highgui opencv_imgproc opencv_imgcodecs #增加opencv_imgcodecs ifeq ($(OPENCV_VERSION), 3)
LIBRARIES += opencv_imgcodecs
endif
root@k-Lenovo:~/caffe# make all
root@k-Lenovo:~/caffe# make all
CXX src/caffe/common.cpp
In file included from ./include/caffe/common.hpp:19:0,
from src/caffe/common.cpp:7:
./include/caffe/util/device_alternate.hpp:34:23: fatal error: cublas_v2.h: No such file or directory
#include <cublas_v2.h>
^
compilation terminated.
make: *** [.build_release/src/caffe/common.o] Error 1
root@k-Lenovo:~/caffe# vi Makefile.config
# CPU-only switch (uncomment to build without GPU support).
CPU_ONLY := 1 #关键
root@k-Lenovo:~/caffe# make all
root@k-Lenovo:~/caffe# make test
root@k-Lenovo:~/caffe# make runtest
root@k-Lenovo:~/caffe# make runtest
.build_release/tools/caffe
.build_release/tools/caffe: error while loading shared libraries: libopencv_core.so.3.1: cannot open shared object file: No such file or directory
make: *** [runtest] Error 127
root@k-Lenovo:~/caffe# export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib
root@k-Lenovo:~/caffe# make runtest
... [----------] 1 test from SolverTest/1, where TypeParam = caffe::CPUDevice<double>
[ RUN ] SolverTest/1.TestInitTrainTestNets
[ OK ] SolverTest/1.TestInitTrainTestNets (1 ms)
[----------] 1 test from SolverTest/1 (1 ms total) [----------] 2 tests from EuclideanLossLayerTest/1, where TypeParam = caffe::CPUDevice<double>
[ RUN ] EuclideanLossLayerTest/1.TestGradient
[ OK ] EuclideanLossLayerTest/1.TestGradient (0 ms)
[ RUN ] EuclideanLossLayerTest/1.TestForward
[ OK ] EuclideanLossLayerTest/1.TestForward (0 ms)
[----------] 2 tests from EuclideanLossLayerTest/1 (0 ms total) [----------] Global test environment tear-down
[==========] 1054 tests from 146 test cases ran. (37419 ms total)
[ PASSED ] 1054 tests.
安装python和pip
root@k-Lenovo:~/caffe# python --version
Python 2.7.6
pip是专门用于安装python各种依赖库的,所以我们这里安装一下pip1.5.6 http://pan.baidu.com/s/1cfsHv4
root@k-Lenovo:~# wget https://pypi.python.org/packages/source/p/pip/pip-1.5.6.tar.gz
--2016-05-03 14:40:36-- https://pypi.python.org/packages/source/p/pip/pip-1.5.6.tar.gz
Resolving pypi.python.org (pypi.python.org)... 103.245.224.223
Connecting to pypi.python.org (pypi.python.org)|103.245.224.223|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 938120 (916K) [application/octet-stream]
Saving to: ‘pip-1.5.6.tar.gz’ 100%[===================================================>] 938,120 294KB/s in 3.1s 2016-05-03 14:40:40 (294 KB/s) - ‘pip-1.5.6.tar.gz’ saved [938120/938120]
root@k-Lenovo:~# cd pip-1.5.6
root@k-Lenovo:~/pip-1.5.6# ls
AUTHORS.txt docs MANIFEST.in pip.egg-info PROJECT.txt setup.cfg
CHANGES.txt LICENSE.txt pip PKG-INFO README.rst setup.py
root@k-Lenovo:~/pip-1.5.6# sudo python setup.py install
Traceback (most recent call last):
File "setup.py", line 6, in <module>
from setuptools import setup, find_packages
ImportError: No module named setuptools
有些电脑可能会提示 no moudle name setuptools 的错误,这是没有安装setuptools的原因。那就需要先安装一下setuptools, 到https://pypi.python.org/packages/source/s/setuptools/setuptools-19.2.tar.gz 下载安装包setuptools-19.2.tar.gz,然后解压执行
http://pan.baidu.com/s/1dFx31Ax
root@k-Lenovo:~# wget https://pypi.python.org/packages/source/s/setuptools/setuptools-19.2.tar.gz
--2016-05-03 14:44:07-- https://pypi.python.org/packages/source/s/setuptools/setuptools-19.2.tar.gz
Resolving pypi.python.org (pypi.python.org)... 103.245.224.223
Connecting to pypi.python.org (pypi.python.org)|103.245.224.223|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 641777 (627K) [application/octet-stream]
Saving to: ‘setuptools-19.2.tar.gz’ 100%[===================================================>] 641,777 287KB/s in 2.2s 2016-05-03 14:44:11 (287 KB/s) - ‘setuptools-19.2.tar.gz’ saved [641777/641777]
root@k-Lenovo:~# ls
caffe opencv pip-1.5.6 setuptools-19.2
caffe.tar opencv.tar pip-1.5.6.tar.gz setuptools-19.2.tar.gz
root@k-Lenovo:~# cd setuptools-19.2
root@k-Lenovo:~/setuptools-19.2# ls
bootstrap.py ez_setup.py msvc-build-launcher.cmd release.py setuptools.egg-info
CHANGES.txt launcher.c PKG-INFO scripts tests
conftest.py Makefile pkg_resources setup.cfg tox.ini
docs MANIFEST.in pytest.ini setup.py
easy_install.py _markerlib README.txt setuptools
root@k-Lenovo:~/setuptools-19.2# sudo python setup.py install
root@k-Lenovo:~# cd pip-1.5.6
root@k-Lenovo:~/pip-1.5.6# sudo python setup.py install
安装pyhon接口依赖库 在caffe根目录的python文件夹下,有一个requirements.txt的清单文件,上面列出了需要的依赖库,按照这个清单安装就可以了。 在安装scipy库的时候,需要fortran编译器(gfortran),如果没有这个编译器就会报错,因此,我们可以先安装一下。 首先回到caffe的根目录,然后执行安装代码:
root@k-Lenovo:~/pip-1.5.6# cd ~/caffe
root@k-Lenovo:~/caffe# sudo apt-get install gfortran
root@k-Lenovo:~/caffe# cd python/
root@k-Lenovo:~/caffe/python# ls
caffe classify.py CMakeLists.txt detect.py draw_net.py requirements.txt
root@k-Lenovo:~/caffe/python# for req in $(cat requirements.txt); do sudo pip install $req; done
root@k-Lenovo:~/caffe/python# cd ..
root@k-Lenovo:~/caffe# ls
build CONTRIBUTORS.md examples Makefile.config README.md
caffe.cloc data include Makefile.config.example scripts
cmake distribute INSTALL.md matlab src
CMakeLists.txt docker LICENSE models tools
CONTRIBUTING.md docs Makefile python
root@k-Lenovo:~/caffe# sudo pip install -r python/requirements.txt
编译python接口 首先,将caffe根目录下的python文件夹加入到环境变量 打开配置文件bashrc
root@k-Lenovo:~/caffe# sudo vi ~/.bashrc
export PYTHONPATH=/root/caffe/python:$PYTHONPATH #追加到最后
root@k-Lenovo:~/caffe/python# sudo ldconfig
root@k-Lenovo:~/caffe# sudo make pycaffe
CXX/LD -o python/caffe/_caffe.so python/caffe/_caffe.cpp
touch python/caffe/proto/__init__.py
PROTOC (python) src/caffe/proto/caffe.proto
查看 python/caffe/ 目录下,除了原先的一堆py后缀文件,现在多出了一堆pyc后缀文件
/root/caffe/python/caffe
root@k-Lenovo:~/caffe/python/caffe# cd ..
root@k-Lenovo:~/caffe/python# ls
caffe classify.py CMakeLists.txt detect.py draw_net.py requirements.txt
root@k-Lenovo:~/caffe/python# python
Python 2.7.6 (default, Jun 22 2015, 17:58:13)
[GCC 4.8.2] on linux2
Type "help", "copyright", "credits" or "license" for more information.
>>> import caffe
caffe/pycaffe.py:13: RuntimeWarning: to-Python converter for boost::shared_ptr<caffe::Net<float> > already registered; second conversion method ignored.
from ._caffe import Net, SGDSolver, NesterovSolver, AdaGradSolver, \
caffe/pycaffe.py:13: RuntimeWarning: to-Python converter for boost::shared_ptr<caffe::Blob<float> > already registered; second conversion method ignored.
from ._caffe import Net, SGDSolver, NesterovSolver, AdaGradSolver, \
caffe/pycaffe.py:13: RuntimeWarning: to-Python converter for boost::shared_ptr<caffe::Solver<float> > already registered; second conversion method ignored.
from ._caffe import Net, SGDSolver, NesterovSolver, AdaGradSolver, \
/usr/local/lib/python2.7/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.
warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')
>>>
root@k-Lenovo:~/caffe/python# cd caffe/
root@k-Lenovo:~/caffe/python/caffe# ls
_caffe.cpp classifier.pyc detector.pyc __init__.py io.pyc proto test
_caffe.so coord_map.py draw.py __init__.pyc net_spec.py pycaffe.py
classifier.py detector.py imagenet io.py net_spec.pyc pycaffe.pyc
安装好caffe后,将caffe/python的路径添加到用户环境变量~/.bashrc中:
export PYTHONPATH=/root/caffe/python:$PYTHONPATH #这个是之前写的
或者执行:
root@k-Lenovo:~/caffe# export PYTHONPATH=/root/caffe/python:$PYTHONPATH
安装jupyter
学会了python还不行,还得学习一下ipython,后者更加方便快捷,更有自动补全功能。而ipython notebook是ipython的最好展现方式。最新的版本改名为jupyter notebook,我们先来安装一下。
root@k-Lenovo:~/caffe/python# sudo pip install jupyter
安装成功后,运行notebook
root@k-Lenovo:~/caffe/python# jupyter notebook
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