原文链接:http://blog.csdn.net/joshua_1988/article/details/45048871
2014年4月的时候自己在公司就将Caffe移植到Windows系统了,今年自己换了台电脑,想在家里也随便跑跑,本来也装了Ubuntu可以很方便的配置好,无奈在家的风格是“娱乐的时候抽空学习”,所以移植到Windows还是很有必要的。但是,公司禁止将公司内部资料带出,很多地方又都忘记了,周末磨了一天终于移植完,本篇为记录将Caffe移植至Windows7 x64系统下的一些关键步骤。下面介绍如何从源码建立VS2013工程。
1. 从https://github.com/BVLC/caffe下载caffe源码,master或者dev版本都可以,本文中以dev为例
2. 新建一个空的控制台VS2013工程,起名为caffe-dev。
File --> New --> Project
选择Win32 Console Application
选择工程路径,比如D:\CODE\CXX
给项目命名caffe-dev
单击OK后选择Empty project
3. 将工程的Solution Platform改为x64
Build --> Configuration Manager --> Active solution platform --> new --> x64 --> OK
4. 设置CUDA编译
property--> Build dependencies --> Build Customizations... --> CUDA 6.5 --> OK
5. 设置一些工程下的路径,注意Debug和Release下都要设置
在Project --> Properties --> Configuration Properties --> VC++ Directories --> Include Directories中添加openblas、opencv、boost和cuda,例如
C:\Tools\boost_1_56\include;
C:\Tools\OpenBLAS_MinGW\include;
C:\Tools\opencv\build\include;
C:\Tools\opencv\build\include\opencv;
C:\Tools\opencv\build\include\opencv2;
C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v6.5\include;
在Project --> Properties --> Configuration Properties --> VC++ Directories --> Library Directories中添加openblas、opencv、boost和cuda,例如
C:\Tools\OpenBLAS_MinGW\lib;
C:\Tools\opencv\build\x64\vc12\lib;
C:\Tools\boost_1_56\lib64-msvc-12.0;
C:\Program Files\NVIDIA GPU Computing Toolkit\CUDA\v6.5\lib\x64;
6. 将压缩包内的include、src和tools文件夹拷贝到工程根目录下,同时把整理好的3rdparty文件夹也拷贝到工程目录下
7. 添加caffe的路径和3rdparty中第三方依赖库的路径,同样Debug和Release都要设置
在Project --> Properties --> Configuration Properties --> C/C++ --> General --> Additional Include Directories中添加
../include;../src
../3rdparty/include
../3rdparty/include/hdf5
../3rdparty/include/lmdb
C:\Tools\Caffe-3rd\include;
在Project --> Properties --> Configuration Properties --> Linker --> General --> Additional Library Directories中添加
../3rdparty/lib
C:\Tools\Caffe-3rd\lib\LevelDB;
C:\Tools\Caffe-3rd\lib\lmdb;
C:\Tools\Caffe-3rd\lib\openblas;
C:\Tools\Caffe-3rd\lib\protobuf;
C:\Tools\Caffe-3rd\lib\snappy;
在Project --> Properties --> Configuration Properties --> Linker --> Input --> Additional Dependencies中添加
opencv_core2410.lib
opencv_highgui2410.lib
opencv_imgproc2410.lib
opencv_ts300.lib
opencv_world300.lib
cudart.lib
cublas.lib
curand.lib
gflags.lib
libglog.lib
libopenblas.dll.a
libopenblas.lib
libprotobuf.lib
libprotoc.lib
leveldb.lib
lmdb.lib
libhdf5.lib
libhdf5_hl.lib
Shlwapi.lib
注意在Debug下应添加xxxd.lib形式的自己确认一下debug命名 静态库
opencv_core2410d.lib
opencv_highgui2410d.lib
opencv_imgproc2410d.lib
opencv_ts300d.lib
opencv_world300d.lib
cudart.lib
cublas.lib
curand.lib
gflagsd.lib
libglogd.lib
libopenblas.dll.a
libopenblas.lib
libprotobuf-gd.lib
libprotoc.lib
leveldbd.lib
lmdbd.lib
libhdf5.lib
libhdf5_hl.lib
Shlwapi.lib
8. 利用protoc.exe和caffe.proto生成caffe.pb.h和caffe.pb.cc文件
在编译protobuf的时候会生成一个可执行文件protoc.exe,在工程的D:\CODE\CXX\caffe-dev\src\caffe\proto路径下有一个文件叫caffe.proto,可以将protoc.exe拷贝到该路径下,在命令行中进入D:\CODE\CXX\caffe-dev\src\caffe\proto路径,输入命令
<del><span style="color:#FF0000;"><span style="background-color: rgb(255, 0, 0);">protoc.exe caffe.proto --cpp_output=./ </span></span></del>可以看到在该路径下会生成caffe.pb.h和caffe.pb.cc,在D:\CODE\CXX\caffe\include\caffe中新建一个文件夹proto,
将生成的两个文件移动到D:\CODE\CXX\caffe\include\caffe\proto中
cd C:\Tools\caffe-master\src\caffe\proto protoc --cpp_out="." caffe.proto
9. 准备mkstemp.h和mkstemp.cpp文件。
将mkstemp.h放在include/caffe/util/路径下,mkstemp.h中的内容为
#include <windows.h> #include <io.h> int mkstemp(char *templates);
将mkstemp.cpp放在src/caffe/util/路径下,mkstemp.cpp中的内容为
/* mkstemp extracted from libc/sysdeps/posix/tempname.c. Copyright (C) 1991-1999, 2000, 2001, 2006 Free Software Foundation, Inc. The GNU C Library is free software; you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation; either version 2.1 of the License, or (at your option) any later version. */ #include "caffe/util/mkstemp.hpp" #include <errno.h> #include <fcntl.h> #include <sys/stat.h> static const char letters[] = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789"; /* Generate a temporary file name based on TMPL. TMPL must match the rules for mk[s]temp (i.e. end in "XXXXXX"). The name constructed does not exist at the time of the call to mkstemp. TMPL is overwritten with the result. */ int mkstemp (char *tmpl) { int len; char *XXXXXX; static unsigned long long value; unsigned long long random_time_bits; unsigned int count; int fd = -1; int save_errno = errno; /* A lower bound on the number of temporary files to attempt to generate. The maximum total number of temporary file names that can exist for a given template is 62**6. It should never be necessary to try all these combinations. Instead if a reasonable number of names is tried (we define reasonable as 62**3) fail to give the system administrator the chance to remove the problems. */ #define ATTEMPTS_MIN (62 * 62 * 62) /* The number of times to attempt to generate a temporary file. To conform to POSIX, this must be no smaller than TMP_MAX. */ #if ATTEMPTS_MIN < TMP_MAX unsigned int attempts = TMP_MAX; #else unsigned int attempts = ATTEMPTS_MIN; #endif len = strlen (tmpl); if (len < 6 || strcmp (&tmpl[len - 6], "XXXXXX")) { errno = EINVAL; return -1; } /* This is where the Xs start. */ XXXXXX = &tmpl[len - 6]; /* Get some more or less random data. */ { SYSTEMTIME stNow; FILETIME ftNow; // get system time GetSystemTime(&stNow); stNow.wMilliseconds = 500; if (!SystemTimeToFileTime(&stNow, &ftNow)) { errno = -1; return -1; } random_time_bits = (((unsigned long long)ftNow.dwHighDateTime << 32) | (unsigned long long)ftNow.dwLowDateTime); } value += random_time_bits ^ (unsigned long long)GetCurrentThreadId (); for (count = 0; count < attempts; value += 7777, ++count) { unsigned long long v = value; /* Fill in the random bits. */ XXXXXX[0] = letters[v % 62]; v /= 62; XXXXXX[1] = letters[v % 62]; v /= 62; XXXXXX[2] = letters[v % 62]; v /= 62; XXXXXX[3] = letters[v % 62]; v /= 62; XXXXXX[4] = letters[v % 62]; v /= 62; XXXXXX[5] = letters[v % 62]; fd = open (tmpl, O_RDWR | O_CREAT | O_EXCL, _S_IREAD | _S_IWRITE); if (fd >= 0) { errno = save_errno; return fd; } else if (errno != EEXIST) return -1; } /* We got out of the loop because we ran out of combinations to try. */ errno = EEXIST; return -1; }
10. 将caffe的源文件添加到工程中
将D:\CODE\CXX\caffe-dev\src\caffe路径下除了test文件中的所有源文件添加到工程中,如果想要跑一些测试代码,也可以把test中的源文件加进去
将D:\CODE\CXX\caffe-dev\include\caffe\proto下的caffe.pb.cc添加到工程中
将D:\CODE\CXX\caffe-dev\tools下的caffe.cpp添加到工程中
11. 修改一些代码
在include/caffe/common.hpp中添加
#include <direct.h>
在include/caffe/util/io.hpp中添加
#include "mkstemp.hpp"
,并将close
函数替换为_close
,将
char* mkdtemp_result = mkdtemp(temp_dirname_cstr);
替换为errno_t mkdtemp_result = _mktemp_s(temp_dirname_cstr, sizeof(temp_dirname_cstr));
将bnll_layer.cu中的
const float kBNLL_THRESHOLD = 50.;
修改为#define kBNLL_THRESHOLD 50.
将util/db.cpp中的
mkdir(source.c_str(), 0744)
修改为_mkdir(source.c_str())
将util/io.cpp中的
open
函数替换为_open
,close
函数替换为_close
将util/io.cpp中
ReadProtoFromBinaryFile
函数中的int fd = open(filename, O_RDONLY);
替换为int fd = open(filename, O_RDONLY | O_BINARY);
在util/math_functions.cpp中添加
在 common.cpp 中添加
- #define __builtin_popcount __popcnt
- #define __builtin_popcountl __popcnt
#include <process.h>
将
pid = getpid();
替换为pid = _getpid(); 这里本来有个笔误,谢谢dongb5lz的提醒
注释掉
::google::InstallFailureSignalHandler();
将solver.cpp中的
snprintf函数替换为sprintf_s
编译吧!!!!