python - 在 Windows 10 VS2015 上使用 Python 和 GPU 支持构建和编译 OpenCV

标签 python windows opencv cmake

正如问题标题所述,我正在尝试为 Windows 10 上的 Python3 OpenCV 库编译我自己的二进制文件,支持 CUDA 和贡献文件。

我一直在关注this guide关于在 Windows 上与 this one 同时安装 OpenCV 3用于编译支持 CUDA 的 OpenCV。这个问题类似于another question , 但我使用的是 VS2015,发布的解决方案并没有解决我的问题。

问题

我能够成功地遵循这些指南并使用 CMake(使用 GUI)进行配置、生成和构建。然而,当我在此之后从一个新的终端运行 Python 时,我遇到了我之前链接的另一个问题中提到的相同问题。我已尝试按照此解决方案设置路径变量,但问题仍然存在。那是我在 CMake 输出中注意到这一行的时候:

Troubling CMake feedback

看起来 CMake 似乎无法找到 Python 库,尽管已按照安装指南的步骤 5.2 手动设置了它们:

Manually-Added Python Locations

我不太了解 CMake 的工作原理,现在我不知道如何解决这个问题。关于安装 OpenCV 的其他 stackoverflow 问题都是关于不同版本、不同操作系统或不支持 GPU 的。

问题

如何让 CMake 正确安装支持 CUDA 的 OpenCV,以便我的 Python3 解释器运行它?

相关信息

  • 系统:Windows 10 专业版(64 位)

  • CUDA 工具包版本:9.1

  • Python 版本:3.6.1(Anaconda 4.4.0 64 位)

  • GPU:NVIDIA GeForce GTX 1080

  • CMake 版本:3.10.2

  • Visual Studio 版本:14 (VS2015 Win64)

这是 CMake 的全部输出:

Selecting Windows SDK version 10.0.15063.0 to target Windows 10.0.16299.
found Intel IPP (ICV version): 2017.0.3 [2017.0.3]
at: C:/opencv_3.0/opencv-3.3.1/build/3rdparty/ippicv/ippicv_win
found Intel IPP IW sources: 2017.0.3
at: C:/opencv_3.0/opencv-3.3.1/build/3rdparty/ippicv/ippiw_win
CUDA detected: 9.1
CUDA NVCC target flags: -gencode;arch=compute_30,code=sm_30;-gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-D_FORCE_INLINES
Could not find OpenBLAS include. Turning OpenBLAS_FOUND off
Could not find OpenBLAS lib. Turning OpenBLAS_FOUND off
A library with BLAS API not found. Please specify library location.
LAPACK requires BLAS
A library with LAPACK API not found. Please specify library location.
Could NOT find Doxygen (missing: DOXYGEN_EXECUTABLE) 
Could NOT find JNI (missing: JAVA_AWT_LIBRARY JAVA_JVM_LIBRARY JAVA_INCLUDE_PATH JAVA_INCLUDE_PATH2 JAVA_AWT_INCLUDE_PATH) 
Could NOT find Matlab (missing: MATLAB_MEX_SCRIPT MATLAB_INCLUDE_DIRS MATLAB_ROOT_DIR MATLAB_LIBRARIES MATLAB_LIBRARY_DIRS MATLAB_MEXEXT MATLAB_ARCH MATLAB_BIN) 
VTK is not found. Please set -DVTK_DIR in CMake to VTK build directory, or to VTK install subdirectory with VTKConfig.cmake file
Caffe:   NO
Protobuf:   NO
Glog:   NO
Looking for tiny_dnn.h
Looking for tiny_dnn.h - found
Found tiny-dnn in: C:/opencv_3.0/opencv-3.3.1/build/3rdparty/tinydnn/tiny-dnn-1.0.0a3
The protocol buffer compiler is not found (PROTOBUF_PROTOC_EXECUTABLE='')
freetype2:   NO
harfbuzz:    NO
No preference for use of exported gflags CMake configuration set, and no hints for include/library directories provided. Defaulting to preferring an installed/exported gflags CMake configuration if available.
Failed to find installed gflags CMake configuration, searching for gflags build directories exported with CMake.
Failed to find gflags - Failed to find an installed/exported CMake configuration for gflags, will perform search for installed gflags components.
Failed to find gflags - Could not find gflags include directory, set GFLAGS_INCLUDE_DIR to directory containing gflags/gflags.h
Failed to find glog - Could not find glog include directory, set GLOG_INCLUDE_DIR to directory containing glog/logging.h
Module opencv_sfm disabled because the following dependencies are not found: Eigen Glog/Gflags
Excluding from source files list: C:/opencv_3.0/opencv-3.3.1/build/modules/imgproc/accum.neon.cpp
Torch importer has been enabled. To run the tests you have to install Torch ('th' executable should be available) and generate testdata using opencv_extra/testdata/dnn/generate_torch_models.py script.
Tesseract:   NO
DNN_FACE_DETECTOR: Download: res10_300x300_ssd_iter_140000.caffemodel
Pylint: registered 110 targets. Build 'check_pylint' target to run checks ("cmake --build . --target check_pylint" or "make check_pylint")

General configuration for OpenCV 3.3.1 =====================================
  Version control:               unknown

  Extra modules:
    Location (extra):            C:/opencv_3.0/opencv_contrib-3.3.1/modules
    Version control (extra):     unknown

  Platform:
    Timestamp:                   2018-02-02T20:23:50Z
    Host:                        Windows 10.0.16299 AMD64
    CMake:                       3.10.2
    CMake generator:             Visual Studio 14 2015 Win64
    CMake build tool:            C:/Program Files (x86)/MSBuild/14.0/bin/MSBuild.exe
    MSVC:                        1900

  CPU/HW features:
    Baseline:                    SSE SSE2 SSE3
      requested:                 SSE3
    Dispatched code generation:  SSE4_1 SSE4_2 FP16 AVX AVX2
      requested:                 SSE4_1 SSE4_2 AVX FP16 AVX2
      SSE4_1 (3 files):          + SSSE3 SSE4_1
      SSE4_2 (1 files):          + SSSE3 SSE4_1 POPCNT SSE4_2
      FP16 (2 files):            + SSSE3 SSE4_1 POPCNT SSE4_2 FP16 AVX
      AVX (5 files):             + SSSE3 SSE4_1 POPCNT SSE4_2 AVX
      AVX2 (8 files):            + SSSE3 SSE4_1 POPCNT SSE4_2 FP16 FMA3 AVX AVX2

  C/C++:
    Built as dynamic libs?:      YES
    C++11:                       YES
    C++ Compiler:                C:/Program Files (x86)/Microsoft Visual Studio 14.0/VC/bin/x86_amd64/cl.exe  (ver 19.0.24215.1)
    C++ flags (Release):         /DWIN32 /D_WINDOWS /W4 /GR  /EHa  /D _CRT_SECURE_NO_DEPRECATE /D _CRT_NONSTDC_NO_DEPRECATE /D _SCL_SECURE_NO_WARNINGS /Gy /bigobj /Oi      /wd4251 /wd4324 /wd4275 /wd4512 /wd4589 /MP12  /MD /O2 /Ob2 /DNDEBUG  /Zi
    C++ flags (Debug):           /DWIN32 /D_WINDOWS /W4 /GR  /EHa  /D _CRT_SECURE_NO_DEPRECATE /D _CRT_NONSTDC_NO_DEPRECATE /D _SCL_SECURE_NO_WARNINGS /Gy /bigobj /Oi      /wd4251 /wd4324 /wd4275 /wd4512 /wd4589 /MP12  /MDd /Zi /Ob0 /Od /RTC1 
    C Compiler:                  C:/Program Files (x86)/Microsoft Visual Studio 14.0/VC/bin/x86_amd64/cl.exe
    C flags (Release):           /DWIN32 /D_WINDOWS /W3  /D _CRT_SECURE_NO_DEPRECATE /D _CRT_NONSTDC_NO_DEPRECATE /D _SCL_SECURE_NO_WARNINGS /Gy /bigobj /Oi        /MP12  /MD /O2 /Ob2 /DNDEBUG  /Zi
    C flags (Debug):             /DWIN32 /D_WINDOWS /W3  /D _CRT_SECURE_NO_DEPRECATE /D _CRT_NONSTDC_NO_DEPRECATE /D _SCL_SECURE_NO_WARNINGS /Gy /bigobj /Oi        /MP12  /MDd /Zi /Ob0 /Od /RTC1 
    Linker flags (Release):      /machine:x64  /INCREMENTAL:NO  /debug
    Linker flags (Debug):        /machine:x64  /debug /INCREMENTAL 
    ccache:                      NO
    Precompiled headers:         YES
    Extra dependencies:          cudart.lib nppc.lib nppial.lib nppicc.lib nppicom.lib nppidei.lib nppif.lib nppig.lib nppim.lib nppist.lib nppisu.lib nppitc.lib npps.lib cublas.lib cufft.lib -LIBPATH:C:/Program Files/NVIDIA GPU Computing Toolkit/CUDA/v9.1/lib/x64
    3rdparty dependencies:

  OpenCV modules:
    To be built:                 cudev core cudaarithm flann imgproc ml objdetect phase_unwrapping plot reg surface_matching video xphoto bgsegm cudabgsegm cudafilters cudaimgproc cudawarping dnn face fuzzy img_hash imgcodecs photo shape videoio xobjdetect cudacodec highgui ts bioinspired dpm features2d line_descriptor text calib3d ccalib cudafeatures2d cudalegacy cudaobjdetect cudaoptflow cudastereo datasets rgbd stereo structured_light superres tracking videostab xfeatures2d ximgproc aruco optflow stitching
    Disabled:                    js world contrib_world saliency
    Disabled by dependency:      -
    Unavailable:                 java python2 python3 viz cnn_3dobj cvv dnn_modern freetype hdf matlab sfm

  Windows RT support:            NO

  GUI: 
    QT:                          NO
    Win32 UI:                    YES
    OpenGL support:              NO
    VTK support:                 NO

  Media I/O: 
    ZLib:                        build (ver 1.2.8)
    JPEG:                        build (ver 90)
    WEBP:                        build (ver encoder: 0x020e)
    PNG:                         build (ver 1.6.24)
    TIFF:                        build (ver 42 - 4.0.2)
    JPEG 2000:                   build (ver 1.900.1)
    OpenEXR:                     build (ver 1.7.1)
    GDAL:                        NO
    GDCM:                        NO

  Video I/O:
    Video for Windows:           YES
    DC1394 1.x:                  NO
    DC1394 2.x:                  NO
    FFMPEG:                      YES (prebuilt binaries)
      avcodec:                   YES (ver 57.89.100)
      avformat:                  YES (ver 57.71.100)
      avutil:                    YES (ver 55.58.100)
      swscale:                   YES (ver 4.6.100)
      avresample:                YES (ver 3.5.0)
    GStreamer:                   NO
    OpenNI:                      NO
    OpenNI PrimeSensor Modules:  NO
    OpenNI2:                     NO
    PvAPI:                       NO
    GigEVisionSDK:               NO
    DirectShow:                  YES
    Media Foundation:            NO
    XIMEA:                       NO
    Intel PerC:                  NO
    Intel Media SDK:             NO

  Parallel framework:            Concurrency

  Trace:                         YES (with Intel ITT)

  Other third-party libraries:
    Use Intel IPP:               2017.0.3 [2017.0.3]
               at:               C:/opencv_3.0/opencv-3.3.1/build/3rdparty/ippicv/ippicv_win
    Use Intel IPP IW:            sources (2017.0.3)
                  at:            C:/opencv_3.0/opencv-3.3.1/build/3rdparty/ippicv/ippiw_win
    Use Lapack:                  NO
    Use Eigen:                   NO
    Use Cuda:                    YES (ver 9.1)
    Use OpenCL:                  YES
    Use OpenVX:                  NO
    Use custom HAL:              NO

  NVIDIA CUDA
    Use CUFFT:                   YES
    Use CUBLAS:                  YES
    USE NVCUVID:                 YES
    NVIDIA GPU arch:             30 35 37 50 52 60 61 70
    NVIDIA PTX archs:
    Use fast math:               YES

  OpenCL:                        <Dynamic loading of OpenCL library>
    Include path:                C:/opencv_3.0/opencv-3.3.1/3rdparty/include/opencl/1.2
    Use AMDFFT:                  NO
    Use AMDBLAS:                 NO

  Python 2:
    Interpreter:                 NO

  Python 3:
    Interpreter:                 C:/Program Files/Anaconda3/python.exe (ver 3.6.1)

  Python (for build):            C:/Program Files/Anaconda3/python.exe
    Pylint:                      C:/Program Files/Anaconda3/Scripts/pylint.exe (ver: 1.6.4, checks: 110)

  Java:
    ant:                         NO
    JNI:                         NO
    Java wrappers:               NO
    Java tests:                  NO

  Matlab:                        Matlab not found or implicitly disabled

  Documentation:
    Doxygen:                     NO

  Tests and samples:
    Tests:                       YES
    Performance tests:           YES
    C/C++ Examples:              YES

  Install path:                  C:/opencv_3.0/opencv-3.3.1/build/install

  cvconfig.h is in:              C:/opencv_3.0/opencv-3.3.1/build
-----------------------------------------------------------------

Configuring done
Generating done

最佳答案

如果您正确遵循指南,则不会出现此错误。有时 Windows 注册表项可能未正确设置。 This post可用于检查您的注册表项是否设置正确。

更改注册表项后,删除opencv目录中的所有cmake文件,重新启动cmake GUI并再次按照指南进行操作。您也可以使用 this guide ,我就是这么用的。

关于python - 在 Windows 10 VS2015 上使用 Python 和 GPU 支持构建和编译 OpenCV,我们在Stack Overflow上找到一个类似的问题: https://stackoverflow.com/questions/48590712/

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