Windows10下安装VS2015和Caffe

程序员文章站 2022-05-21 15:02:23

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##一，准备条件

1：下载Caffe-Windows(BLVC)，地址：https://github.com/BVLC/caffe/tree/windows，并解压到指定的文件夹Caffe下。

2：安装CMake3.4以上版本，并将其安装包下的bin路径到系统环境Path变量中。

3，下载anaconda 3 4.2.0 (一定要python3.5或者2.5版本的，本文是3.5的)https://repo.continuum.io/archive/

4，VS2015

5，编译时下载的包文件：https://github.com/willyd/caffe-builder/releases/download/v1.0.1/libraries_v140_x64_py35_1.0.1.tar.bz2

##二，开始安装

1，安装VS2015，详细教程见以下链接：VS2015安装教程

2，在GitHub中下载caffe源码：https://github.com/BVLC/caffe/tree/windows，解压到D:\Caffe_Prj\下。

3，依次分别安装anaconda3，Cmake3.4，安装完成后，将python.exe文件和cmake.exe所在的路径添加到path环境变量中。
Windows10下安装VS2015和Caffe

##二，开始安装

1，安装VS2015，详细教程见以下链接：VS2015安装教程

2，在GitHub中下载caffe源码：https://github.com/BVLC/caffe/tree/windows，解压到D:\Caffe_Prj\下。

3，依次分别安装anaconda3，Cmake3.4，安装完成后，将python.exe文件和cmake.exe所在的路径添加到path环境变量中。

4，进入scripts文件夹，把build_win.cmd的后缀改成txt，然后用编辑器打开，参考以下修改：

@echo off

@setlocal EnableDelayedExpansion



:: Default values

if DEFINED APPVEYOR (

echo Setting Appveyor defaults

if NOT DEFINED MSVC_VERSION set MSVC_VERSION=14

if NOT DEFINED WITH_NINJA set WITH_NINJA=0

if NOT DEFINED CPU_ONLY set CPU_ONLY=1

if NOT DEFINED CUDA_ARCH_NAME set CUDA_ARCH_NAME=Auto

if NOT DEFINED CMAKE_CONFIG set CMAKE_CONFIG=Release

if NOT DEFINED USE_NCCL set USE_NCCL=0

if NOT DEFINED CMAKE_BUILD_SHARED_LIBS set CMAKE_BUILD_SHARED_LIBS=0

if NOT DEFINED PYTHON_VERSION set PYTHON_VERSION=3

if NOT DEFINED BUILD_PYTHON set BUILD_PYTHON=1

if NOT DEFINED BUILD_PYTHON_LAYER set BUILD_PYTHON_LAYER=1

if NOT DEFINED BUILD_MATLAB set BUILD_MATLAB=0

if NOT DEFINED PYTHON_EXE set PYTHON_EXE=python

if NOT DEFINED RUN_TESTS set RUN_TESTS=1

if NOT DEFINED RUN_LINT set RUN_LINT=1

if NOT DEFINED RUN_INSTALL set RUN_INSTALL=1





:: Set python 3.5 with conda as the default python

if !PYTHON_VERSION! EQU 3 (

set CONDA_ROOT=D:\MachineLearning\VS2015_CAFFE\anaconda3

)

set PATH=!CONDA_ROOT!;!CONDA_ROOT!\Scripts;!CONDA_ROOT!\Library\bin;!PATH!



:: Check that we have the right python version

!PYTHON_EXE! --version

:: Add the required channels

conda config --add channels conda-forge

conda config --add channels willyd

:: Update conda

conda update conda -y

:: Download other required packages

conda install --yes cmake ninja numpy scipy protobuf==3.1.0 six scikit-image pyyaml pydotplus graphviz



if ERRORLEVEL 1  (

  echo ERROR: Conda update or install failed

  exit /b 1

)



:: Install cuda and disable tests if needed

if !WITH_CUDA! == 1 (

call %~dp0\appveyor\appveyor_install_cuda.cmd

set CPU_ONLY=0

set RUN_TESTS=0

set USE_NCCL=1

) else (

set CPU_ONLY=1

)



:: Disable the tests in debug config

if "%CMAKE_CONFIG%" == "Debug" (

echo Disabling tests on appveyor with config == %CMAKE_CONFIG%

set RUN_TESTS=0

)



:: Disable linting with python 3 until we find why the script fails

if !PYTHON_VERSION! EQU 3 (

set RUN_LINT=0

)



) else (

:: Change the settings here to match your setup

:: Change MSVC_VERSION to 12 to use VS 2013

if NOT DEFINED MSVC_VERSION set MSVC_VERSION=14

:: Change to 1 to use Ninja generator (builds much faster)

if NOT DEFINED WITH_NINJA set WITH_NINJA=0

:: Change to 1 to build caffe without CUDA support

if NOT DEFINED CPU_ONLY set CPU_ONLY=1

:: Change to generate CUDA code for one of the following GPU architectures

:: [Fermi  Kepler  Maxwell  Pascal  All]

if NOT DEFINED CUDA_ARCH_NAME set CUDA_ARCH_NAME=Auto

:: Change to Debug to build Debug. This is only relevant for the Ninja generator the Visual Studio generator will generate both Debug and Release configs

if NOT DEFINED CMAKE_CONFIG set CMAKE_CONFIG=Release

:: Set to 1 to use NCCL

if NOT DEFINED USE_NCCL set USE_NCCL=0

:: Change to 1 to build a caffe.dll

if NOT DEFINED CMAKE_BUILD_SHARED_LIBS set CMAKE_BUILD_SHARED_LIBS=0

:: Change to 3 if using python 3.5 (only 2.7 and 3.5 are supported)

if NOT DEFINED PYTHON_VERSION set PYTHON_VERSION=3

:: Change these options for your needs.

if NOT DEFINED BUILD_PYTHON set BUILD_PYTHON=1

if NOT DEFINED BUILD_PYTHON_LAYER set BUILD_PYTHON_LAYER=1

if NOT DEFINED BUILD_MATLAB set BUILD_MATLAB=0

:: If python is on your path leave this alone

if NOT DEFINED PYTHON_EXE set PYTHON_EXE=python

:: Run the tests

if NOT DEFINED RUN_TESTS set RUN_TESTS=0

:: Run lint

if NOT DEFINED RUN_LINT set RUN_LINT=0

:: Build the install target

if NOT DEFINED RUN_INSTALL set RUN_INSTALL=0

)



:: Set the appropriate CMake generator

:: Use the exclamation mark ! below to delay the

:: expansion of CMAKE_GENERATOR

if %WITH_NINJA% EQU 0 (

if "%MSVC_VERSION%"=="14" (

set CMAKE_GENERATOR=Visual Studio 14 2015 Win64

)

if "%MSVC_VERSION%"=="12" (

set CMAKE_GENERATOR=Visual Studio 12 2013 Win64

)

if "!CMAKE_GENERATOR!"=="" (

echo ERROR: Unsupported MSVC version

exit /B 1

)

) else (

set CMAKE_GENERATOR=Ninja

)



echo INFO: ============================================================

echo INFO: Summary:

echo INFO: ============================================================

echo INFO: MSVC_VERSION   = !MSVC_VERSION!

echo INFO: WITH_NINJA = !WITH_NINJA!

echo INFO: CMAKE_GENERATOR= "!CMAKE_GENERATOR!"

echo INFO: CPU_ONLY   = !CPU_ONLY!

echo INFO: CUDA_ARCH_NAME = !CUDA_ARCH_NAME!

echo INFO: CMAKE_CONFIG   = !CMAKE_CONFIG!

echo INFO: USE_NCCL   = !USE_NCCL!

echo INFO: CMAKE_BUILD_SHARED_LIBS= !CMAKE_BUILD_SHARED_LIBS!

echo INFO: PYTHON_VERSION = !PYTHON_VERSION!

echo INFO: BUILD_PYTHON   = !BUILD_PYTHON!

echo INFO: BUILD_PYTHON_LAYER = !BUILD_PYTHON_LAYER!

echo INFO: BUILD_MATLAB   = !BUILD_MATLAB!

echo INFO: PYTHON_EXE = "!PYTHON_EXE!"

echo INFO: RUN_TESTS  = !RUN_TESTS!

echo INFO: RUN_LINT   = !RUN_LINT!

echo INFO: RUN_INSTALL= !RUN_INSTALL!

echo INFO: ============================================================



:: Build and exectute the tests

:: Do not run the tests with shared library

if !RUN_TESTS! EQU 1 (

if %CMAKE_BUILD_SHARED_LIBS% EQU 1 (

echo WARNING: Disabling tests with shared library build

set RUN_TESTS=0

)

)



:: if NOT EXIST build mkdir build

:: pushd build



:: Setup the environement for VS x64

:: set batch_file=!VS%MSVC_VERSION%0COMNTOOLS!..\..\VC\vcvarsall.bat

:: call "%batch_file%" amd64



:: Configure using cmake and using the caffe-builder dependencies

:: Add -DCUDNN_ROOT=C:/Projects/caffe/cudnn-8.0-windows10-x64-v5.1/cuda ^

:: below to use cuDNN

cmake -G"!CMAKE_GENERATOR!" ^

  -DBLAS=Open ^

  -DCMAKE_BUILD_TYPE:STRING=%CMAKE_CONFIG% ^

  -DBUILD_SHARED_LIBS:BOOL=%CMAKE_BUILD_SHARED_LIBS% ^

  -DBUILD_python:BOOL=%BUILD_PYTHON% ^

  -DBUILD_python_layer:BOOL=%BUILD_PYTHON_LAYER% ^

  -DBUILD_matlab:BOOL=%BUILD_MATLAB% ^

  -DCPU_ONLY:BOOL=%CPU_ONLY% ^

  -DCOPY_PREREQUISITES:BOOL=1 ^

  -DINSTALL_PREREQUISITES:BOOL=1 ^

  -DUSE_NCCL:BOOL=!USE_NCCL! ^

  -DCUDA_ARCH_NAME:STRING=%CUDA_ARCH_NAME% ^

  "%~dp0\.."



if ERRORLEVEL 1 (

  echo ERROR: Configure failed

  exit /b 1

)



:: Lint

if %RUN_LINT% EQU 1 (

cmake --build . --target lint  --config %CMAKE_CONFIG%

)



if ERRORLEVEL 1 (

  echo ERROR: Lint failed

  exit /b 1

)



:: Build the library and tools

cmake --build . --config %CMAKE_CONFIG%



if ERRORLEVEL 1 (

  echo ERROR: Build failed

  exit /b 1

)



:: Build and exectute the tests

if !RUN_TESTS! EQU 1 (

cmake --build . --target runtest --config %CMAKE_CONFIG%



if ERRORLEVEL 1 (

echo ERROR: Tests failed

exit /b 1

)



if %BUILD_PYTHON% EQU 1 (

if %BUILD_PYTHON_LAYER% EQU 1 (

:: Run python tests only in Release build since

:: the _caffe module is _caffe-d is debug

if "%CMAKE_CONFIG%"=="Release" (

:: Run the python tests

cmake --build . --target pytest



if ERRORLEVEL 1 (

echo ERROR: Python tests failed

exit /b 1

)

)

)

)

)



if %RUN_INSTALL% EQU 1 (

cmake --build . --target install --config %CMAKE_CONFIG%

)



popd

@endlocal

其中需要注意的是：

                Line8：填写0
                
                Line9：填写1
                
                Line10：填写Auto
                
                Line14：填写3，表示编译器使用的是python3版本的
                
                Line24：if判断注释掉::，因为本文用python3编译的
                
                Line29：填写刚才安装python3安装包python.exe所在的路径、
                
                Line74：填0
                
                Line76：1
                
                Line79：Auto
                
                Line87：3
                
                Line150--Line159：注释：：
                
                
                
 5，开始编译

第一步：在Caffe文件下shift+右键，点击“在此处打开命令窗口”，然后将Caffe\scripts下的build_win.bat文件拖到cmd窗口中，回车并编译。这时候用python3.6的会报错：

cannot find url for MSVC_VERSION:1900 and Python version:3.7

大致是这样的错误，根据错误文档找到了文件：WindowsDownloadPre

builtDependencies，用文本编辑器，把文件里面的python3.5全部改为Python3.7（报错的版本，就是你刚才安装的的python版本），因为之前支持的Anaconda仅到3.5，所以文件一直没改动。

set(DEPENDENCIES_VERSION 1.1.0)
        
set(DEPENDENCIES_NAME_1800_27 libraries_v120_x64_
    
py27_${DEPENDENCIES_VERSION})
    
set(DEPENDENCIES_NAME_1900_27 libraries_v140_x64_py27_${DEP

ENDENCIES_VERSION})

set(DEPENDENCIES_NAME_1900_37 libraries_v140_x64_py35_${DEPENDENCIES_VERSION})



set(DEPENDENCIES_URL_BASE https://github.com/willyd/caffe-builder/releases/download)

set(DEPENDENCIES_FILE_EXT .tar.bz2)

set(DEPENDENCIES_URL_1800_27 "${DEPENDENCIES_URL_BASE}/v${DEPENDENCIES_VERSION}/${DEPENDENCIES_NAME_1800_27}${DEPENDENCIES_FILE_EXT}")

set(DEPENDENCIES_SHA_1800_27 "ba833d86d19b162a04d68b09b06df5e0dad947d4")

set(DEPENDENCIES_URL_1900_27 "${DEPENDENCIES_URL_BASE}/v${DEPENDENCIES_VERSION}/${DEPENDENCIES_NAME_1900_27}${DEPENDENCIES_FILE_EXT}")

set(DEPENDENCIES_SHA_1900_27 "17eecb095bd3b0774a87a38624a77ce35e497cd2")

set(DEPENDENCIES_URL_1900_37 "${DEPENDENCIES_URL_BASE}/v${DEPENDENCIES_VERSION}/${DEPENDENCIES_NAME_1900_35}${DEPENDENCIES_FILE_EXT}")

set(DEPENDENCIES_SHA_1900_37 "da39a3ee5e6b4b0d3255bfef95601890afd80709")



caffe_option(USE_PREBUILT_DEPENDENCIES "Download and use the prebuilt dependencies" ON IF MSVC)

if(MSVC)

  file(TO_CMAKE_PATH $ENV{USERPROFILE} USERPROFILE_DIR)

  if(NOT EXISTS ${USERPROFILE_DIR})

message(FATAL_ERROR "Could not find %USERPROFILE% directory. Please specify an alternate CAFFE_DEPENDENCIES_ROOT_DIR")

  endif()

  set(CAFFE_DEPENDENCIES_ROOT_DIR ${USERPROFILE_DIR}/.caffe/dependencies CACHE PATH "Prebuild depdendencies root directory")

  set(CAFFE_DEPENDENCIES_DOWNLOAD_DIR ${CAFFE_DEPENDENCIES_ROOT_DIR}/download CACHE PATH "Download directory for prebuilt dependencies")

endif()

if(USE_PREBUILT_DEPENDENCIES)

# Determine the python version

if(BUILD_python)

if(NOT PYTHONINTERP_FOUND)

if(NOT "${python_version}" VERSION_LESS "3.0.0")

find_package(PythonInterp 3.7)

else()

find_package(PythonInterp 2.7)

endif()

endif()

set(_pyver ${PYTHON_VERSION_MAJOR}${PYTHON_VERSION_MINOR})

else()

message(STATUS "Building without python. Prebuilt dependencies will default to Python 2.7")

set(_pyver 27)

endif()

if(NOT DEFINED DEPENDENCIES_URL_${MSVC_VERSION}_${_pyver})

message(FATAL_ERROR "Could not find url for MSVC version = ${MSVC_VERSION} and Python version = ${PYTHON_VERSION_MAJOR}.${PYTHON_VERSION_MINOR}.")

endif()

# set the dependencies URL and SHA1

set(DEPENDENCIES_URL ${DEPENDENCIES_URL_${MSVC_VERSION}_${_pyver}})

set(DEPENDENCIES_SHA ${DEPENDENCIES_SHA_${MSVC_VERSION}_${_pyver}})

set(CAFFE_DEPENDENCIES_DIR ${CAFFE_DEPENDENCIES_ROOT_DIR}/${DEPENDENCIES_NAME_${MSVC_VERSION}_${_pyver}})



foreach(_dir ${CAFFE_DEPENDENCIES_ROOT_DIR}

 ${CAFFE_DEPENDENCIES_DOWNLOAD_DIR}

 ${CAFFE_DEPENDENCIES_DIR})

  # create the directory if it does not exist

  if(NOT EXISTS ${_dir})

file(MAKE_DIRECTORY ${_dir})

  endif()

endforeach()

# download and extract the file if it does not exist or if does not match the sha1

get_filename_component(_download_filename ${DEPENDENCIES_URL} NAME)

set(_download_path ${CAFFE_DEPENDENCIES_DOWNLOAD_DIR}/${_download_filename})

set(_download_file 1)

if(EXISTS ${_download_path})

file(SHA1 ${_download_path} _file_sha)

if("${_file_sha}" STREQUAL "${DEPENDENCIES_SHA}")

set(_download_file 0)

else()

set(_download_file 1)

message(STATUS "Removing file because sha1 does not match.")

file(REMOVE ${_download_path})

endif()

endif()

if(_download_file)

message(STATUS "Downloading prebuilt dependencies to ${_download_path}")

file(DOWNLOAD "${DEPENDENCIES_URL}"

  "${_download_path}"

  EXPECTED_HASH SHA1=${DEPENDENCIES_SHA}

  SHOW_PROGRESS

  )

if(EXISTS ${CAFFE_DEPENDENCIES_DIR}/libraries)

file(REMOVE_RECURSE ${CAFFE_DEPENDENCIES_DIR}/libraries)

endif()

endif()

if(EXISTS ${_download_path} AND NOT EXISTS ${CAFFE_DEPENDENCIES_DIR}/libraries)

message(STATUS "Extracting dependencies")

execute_process(COMMAND ${CMAKE_COMMAND} -E tar xjf ${_download_path}

WORKING_DIRECTORY ${CAFFE_DEPENDENCIES_DIR}

)

endif()

if(EXISTS ${CAFFE_DEPENDENCIES_DIR}/libraries/caffe-builder-config.cmake)

include(${CAFFE_DEPENDENCIES_DIR}/libraries/caffe-builder-config.cmake)

else()

message(FATAL_ERROR "Something went wrong while dowloading dependencies could not open caffe-builder-config.cmake")

endif()

endif()

第二步：第一步会出错，因为下载libraries_v140_x64_py35_1.0.1.tar失败，这需要手动的下载。这个会放在我的百度网盘里面，一会儿同意给出链接。

第三步：下载后将其拷贝到用户目录下：.caffe\download目录下，我的目录是C:\Users\Administrator.caffe\dependencies\download

，这里可以先不着急拷贝进去，因为当前文件夹可能还没生成，我也是在报错的时候才找到这个文件夹的。同时要，重新命名为.tar。

Line13：下载的那个库文件包的解压sha码，系统报错时候会给出前后这两个码区别，你把我们自己下载的压缩包的sha码赋值，覆盖这一行的sha码。

Tip：关于这个Libraries下载存放位置，可以参考下make文件中路径，也可以参考下，Dos界面报错的路径，报错提示：…caffe\dependencies\libraries_v140_x64_py35_1.0.1\libraries\bin下缺少***库文件，此时，libraries_v140_x64_py35_1.0.1.tar解压出来的libraries文件夹应该放在libraries_v140_x64_py35_1.0.1\下一级，并且将子目录下的bin/lib/x64/vc14/bin文件放在path下。

其他问题：（我没有遇到，网上其他技术友反映的）

问题：error MSB6006: “cmd.exe” 退出，错误代码 -1073741515

编译报错，找不到包含文件pthread.h，error MSB6006: “cmd.exe” 退出，错误代码 -1073741515。这个神奇的问题困扰了我好几天，翻遍了网上的犄角旮旯也都没找到答案。我开始以为真的是因为缺少pthread.h文件，就下载了thread压缩包添加到caffe文件夹中，但是当然没有用啦！

后来我灰心之下尝试了Google论坛上一个小小的不起眼的建议，重新下载protoc库文件并替换依赖包中相应的文件，居然成了！

6，删除build文件夹下（自己建立的build）除了cmd编译文件以外的所有文件，重新打开DOS执行一遍，此时你会发现，在这个文件夹下生成一个：caffe.sln的VS2015项目文件。

7，打开这个caffe.sln，点击解决方案，选择Release,鼠标右键–重新生成，之后便找到Release文件夹下的caffe.exe,将此路径加入到path中。

8，之后便是测试数据集，参考这个链接：https://www.e-learn.cn/content/qita/1193355

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