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PYNQ-Z2安装keras库的方法

PYNQ-Z2安装keras库的方法

作者: 爱阳阳963 | 来源:发表于2019-01-28 18:48 被阅读7次

    PYNQ-Z2是基于armv7l平台,使用pip3直接安装keras时会报错,如下:

    In file included from /tmp/pip-build-taykg8ym/h5py/h5py/defs.c:528:0: /tmp/pip-build-taykg8ym/h5py/h5py/api_compat.h:27:10: fatal error: hdf5.h: No such file or directory #include "hdf5.h" ^~~~~~~~ compilation terminated. error: command 'arm-linux-gnueabihf-gcc' failed with exit status 1 ---------------------------------------- Failed building wheel for h5py Running setup.py clean for h5pyFailed to build h5pyInstalling collected packages: h5py, keras-applications, keras-preprocessing, keras Running setup.py install for h5py ... \

    提示未找到“hdf5.h”这个头文件,网上有相关的解决方案提到需要安装python3-dev,然而:

    root@pynq:/home/xilinx# apt-get install python3-dev     
    Reading package lists... Done
    Building dependency tree       
    Reading state information... Done
    python3-dev is already the newest version (3.6.5-3).
    0 upgraded, 0 newly installed, 0 to remove and 333 not upgraded.
    

    后又参考:https://blog.csdn.net/xue_wenyuan/article/details/52037121
    需要先更改安装配置文件,更改include路径,但是在我的系统下并不存在这样的目录,/usr/local/include下什么都没有,然后参考https://www.jianshu.com/p/6189d6b30fb8后发现需要先安装 libhdf5-dev

    sudo apt-get install libhdf5-dev
    

    安装后会在/usr/local/include/hdf5/serial目录下产生大量头文件

    root@pynq:/usr/include/hdf5/serial# ls
    H5AbstractDs.h  H5Epubgen.h          H5Gpublic.h      H5PLpublic.h
    H5ACpublic.h    H5Epublic.h          H5Group.h        h5p.mod
    h5a.mod         H5Exception.h        H5IdComponent.h  H5Ppublic.h
    H5api_adpt.h    H5f90i_gen.h         h5im.mod         H5PredType.h
    H5Apublic.h     H5f90i.h             h5i.mod          H5PropList.h
    H5ArrayType.h   H5FaccProp.h         H5IMpublic.h     H5PTpublic.h
    

    然后从github下载h5py源码进行安装,下载地址:https://github.com/h5py/h5py/releases

    root@pynq:/home/xilinx/install/Keras/h5py-2.9.0# python3 setup.py install
    running install
    running bdist_egg
    .
    .
    .
    Adding numpy 1.13.3 to easy-install.pth file
    
    Using /usr/lib/python3/dist-packages
    Finished processing dependencies for h5py==2.9.0
    

    然后python下import h5py成功

    root@pynq:/home/xilinx/# python3
    Python 3.6.5 (default, Apr  1 2018, 05:46:30) 
    [GCC 7.3.0] on linux
    Type "help", "copyright", "credits" or "license" for more information.
    >>> 
    >>> import h5py
    >>> 
    

    接下来安装keras库,import成功

    root@pynq:/home/xilinx# pip3 install Keras-2.2.4-py2.py3-none-any.whl
    Processing ./Keras-2.2.4-py2.py3-none-any.whl
    Collecting keras-applications>=1.0.6 (from Keras==2.2.4)
      Using cached https://files.pythonhosted.org/packages/3f/c4/2ff40221029f7098d58f8d7fb99b97e8100f3293f9856f0fb5834bef100b/Keras_Applications-1.0.6-py2.py3-none-any.whl
    Requirement already satisfied: six>=1.9.0 in /usr/lib/python3/dist-packages (from Keras==2.2.4)
    Requirement already satisfied: numpy>=1.9.1 in /usr/lib/python3/dist-packages (from Keras==2.2.4)
    Requirement already satisfied: scipy>=0.14 in /usr/lib/python3/dist-packages (from Keras==2.2.4)
    Requirement already satisfied: pyyaml in /usr/lib/python3/dist-packages (from Keras==2.2.4)
    Requirement already satisfied: h5py in /usr/local/lib/python3.6/dist-packages/h5py-2.9.0-py3.6-linux-armv7l.egg (from Keras==2.2.4)
    Collecting keras-preprocessing>=1.0.5 (from Keras==2.2.4)
      Using cached https://files.pythonhosted.org/packages/fc/94/74e0fa783d3fc07e41715973435dd051ca89c550881b3454233c39c73e69/Keras_Preprocessing-1.0.5-py2.py3-none-any.whl
    Installing collected packages: keras-applications, keras-preprocessing, Keras
    Successfully installed Keras-2.2.4 keras-applications-1.0.6 keras-preprocessing-1.0.5
    
    root@pynq:/home/xilinx# python3
    Python 3.6.5 (default, Apr  1 2018, 05:46:30) 
    [GCC 7.3.0] on linux
    Type "help", "copyright", "credits" or "license" for more information.
    >>> import keras
    Using TensorFlow backend.
    >>> 
    >>> 
    

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