黄锦成 发表于 2018-7-22 00:37:59

firefly3399开发板 ARM64 aarch64 等 安装新版tensorflow,解决版本不兼容问题

本帖最后由 黄锦成 于 2018-7-22 00:37 编辑

由于目前的TensorFlow版本比较老旧导致很多算法和语法不通用编译报错,且没有几个贴详细说明如何在arm64上安装TensorFlow,借此为理由,写下人生第一个博客和firefly帖子。
---from中山
注意,安装的过程中会自动下载必须的包,需要连接好网络。脱机安装很可能失败。

1.安装必要的python环境
<font color="Black">sudo apt-get install libpython3.5-dev wget python3-pip python3-dev python3.5</font>
2.下载和安装别人编译好的arm(aarch64)版本tensorflow(因为自己编译需要配大量环境和占用很多资源,对于嵌入式板上编译就变得非常不可能,且现有的方法更为简便)

网上有别人编译好的TensorFlow,找到相应的文件。https://github.com/lhelontra/tensorflow-on-arm/releases
​https://img-blog.csdn.net/20180721234006609?watermark/2/text/aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FxXzMzNTEzMDk4/font/5a6L5L2T/fontsize/400/fill/I0JBQkFCMA==/dissolve/70data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==​​

#使用wget下载tensorflow-1.9.0-cp35-none-linux_aarch64.whl到当前目录
#命名规则:cp35对赢python3.5,aarch64表示架构信息
wget https://github.com/lhelontra/tensorflow-on-arm/releases/download/v1.9.0/tensorflow-1.9.0-cp35-none-linux_aarch64.whl

#必须制定使用python3.5安装tensorflow-1.9.0-cp35-none-linux_aarch64.whl
sudo python3.5 -m pip install tensorflow-1.9.0-cp35-none-linux_aarch64.whl​                              https://img-blog.csdn.net/20180721235323849?watermark/2/text/aHR0cHM6Ly9ibG9nLmNzZG4ubmV0L3FxXzMzNTEzMDk4/font/5a6L5L2T/fontsize/400/fill/I0JBQkFCMA==/dissolve/70data:image/gif;base64,R0lGODlhAQABAPABAP///wAAACH5BAEKAAAALAAAAAABAAEAAAICRAEAOw==​​
到此为止,TensorFlow已经安装完成了
3.修改python默认为python3.5

为了因为C++调用python时,默认是调用python2.7,这导致很多python3.5的语法报错。所以需要更改python默认软连接

firefly@firefly:~/opencv-3-2$ python
Python 3.5.2 (default, Nov 23 2017, 16:37:01)
on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> hello = tf.constant('Hello world!')
>>> sess = tf.Session()
>>> print(sess.run(hello))
b'Hello world!'测试调用一下:
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

firefly@firefly:~/opencv-3-2$ python
Python 3.5.2 (default, Nov 23 2017, 16:37:01)
on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> hello = tf.constant('Hello world!')
>>> sess = tf.Session()
>>> print(sess.run(hello))
b'Hello world!'
4.出现的错误

有时候可能会出现缺少库额问题 bstdc++.so.6: version `GLIBCXX_3.4.22' not found (required by /usr/local/lib/python3.5/dist-packages/tensorflow/python/_pywrap_tensorflow_internal.so

参考: libstdc++.so.6: version `GLIBCXX3.4.22' not found

https://blog.csdn.net/u011961856/article/details/79644342
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

File "/usr/lib/python3.5/imp.py", line 242, in load_module
    return load_dynamic(name, filename, file)
File "/usr/lib/python3.5/imp.py", line 342, in load_dynamic
    return _load(spec)
ImportError: /usr/lib/aarch64-linux-gnu/libstdc++.so.6: version `GLIBCXX_3.4.22' not found (required by /usr/local/lib/python3.5/dist-packages/tensorflow/python/_pywrap_tensorflow_internal.so)


Failed to load the native TensorFlow runtime.

See https://www.tensorflow.org/install/install_sources#common_installation_problems

for some common reasons and solutions.Include the entire stack trace
above this error message when asking for help.
>>
sudo add-apt-repository ppa:ubuntu-toolchain-r/test
sudo apt-get update
sudo apt-get upgrade
sudo apt-get dist-upgrade
参考文献:


[*]libstdc++.so.6: version `GLIBCXX3.4.22' not foundhttps://blog.csdn.net/u011961856/article/details/79644342
[*]【新手向】TensorFlow 安装教程:RK3399上运行谷歌人工智能http://dev.t-firefly.com/forum.php?mod=viewthread&tid=12126&highlight=tensorflow
[*]树莓派搭建TensorFlowhttps://blog.csdn.net/u014271612/article/details/58586630





leung先森 发表于 2018-7-23 09:33:26

硬货
页: [1]
查看完整版本: firefly3399开发板 ARM64 aarch64 等 安装新版tensorflow,解决版本不兼容问题