python - 无法在 Jupyter Notebook 中导入 tensorflow

Question

我正在运行 Ubuntu 16.04.3 LTS 亚马逊深度学习 AMI。我正在使用内置的tensorflow_p36(python 3.6)虚拟环境。

我尝试执行以下命令来检查安装是否正常工作。从 this question's answers 得到提示.

(tensorflow_p36) ubuntu@ip:~/Notebooks$ which python
/home/ubuntu/anaconda3/envs/tensorflow_p36/bin/python
(tensorflow_p36) ubuntu@ip:~/Notebooks$ which ipython
/home/ubuntu/anaconda3/envs/tensorflow_p36/bin/ipython
(tensorflow_p36) ubuntu@ip:~/Notebooks$ which jupyter
/home/ubuntu/anaconda3/envs/tensorflow_p36/bin/jupyter

当我使用 python 在终端中导入tensorflow时，它工作得很好，但是当我在 Jupyter Notebook 中导入它时，出现以下错误:

---------------------------------------------------------------------------
ImportError                               Traceback (most recent call last)
~/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py in <module>()
     57 
---> 58   from tensorflow.python.pywrap_tensorflow_internal import *
     59   from tensorflow.python.pywrap_tensorflow_internal import __version__

~/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py in <module>()
     27             return _mod
---> 28     _pywrap_tensorflow_internal = swig_import_helper()
     29     del swig_import_helper

~/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py in swig_import_helper()
     23             try:
---> 24                 _mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
     25             finally:

~/anaconda3/envs/tensorflow_p36/lib/python3.6/imp.py in load_module(name, file, filename, details)
    242         else:
--> 243             return load_dynamic(name, filename, file)
    244     elif type_ == PKG_DIRECTORY:

~/anaconda3/envs/tensorflow_p36/lib/python3.6/imp.py in load_dynamic(name, path, file)
    342             name=name, loader=loader, origin=path)
--> 343         return _load(spec)
    344 

ImportError: libcublas.so.8.0: cannot open shared object file: No such file or directory

During handling of the above exception, another exception occurred:

ImportError                               Traceback (most recent call last)
<ipython-input-2-d6579f534729> in <module>()
----> 1 import tensorflow

~/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/__init__.py in <module>()
     22 
     23 # pylint: disable=wildcard-import
---> 24 from tensorflow.python import *
     25 # pylint: enable=wildcard-import
     26 

~/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/__init__.py in <module>()
     47 import numpy as np
     48 
---> 49 from tensorflow.python import pywrap_tensorflow
     50 
     51 # Protocol buffers

~/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py in <module>()
     70 for some common reasons and solutions.  Include the entire stack trace
     71 above this error message when asking for help.""" % traceback.format_exc()
---> 72   raise ImportError(msg)
     73 
     74 # pylint: enable=wildcard-import,g-import-not-at-top,unused-import,line-too-long

ImportError: Traceback (most recent call last):
  File "/home/ubuntu/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow.py", line 58, in <module>
    from tensorflow.python.pywrap_tensorflow_internal import *
  File "/home/ubuntu/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 28, in <module>
    _pywrap_tensorflow_internal = swig_import_helper()
  File "/home/ubuntu/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/tensorflow/python/pywrap_tensorflow_internal.py", line 24, in swig_import_helper
    _mod = imp.load_module('_pywrap_tensorflow_internal', fp, pathname, description)
  File "/home/ubuntu/anaconda3/envs/tensorflow_p36/lib/python3.6/imp.py", line 243, in load_module
    return load_dynamic(name, filename, file)
  File "/home/ubuntu/anaconda3/envs/tensorflow_p36/lib/python3.6/imp.py", line 343, in load_dynamic
    return _load(spec)
ImportError: libcublas.so.8.0: cannot open shared object file: No such file or directory


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.

有人可以帮我解决这个错误吗？

Answer 1

当我尝试在 Jupyter 笔记本上运行支持 GPU 的 Tensorflow 时，我遇到了同样的问题。我必须解决两件事，也许它们也对你有帮助。

Jupyter 内核

确保您的 jupyter 内核与您期望运行的 venv/python 环境相同。您可以通过运行找到它

$ jupyter kernelspec list

如果不是(我的指向 .local/share/jupyter/kernels/)，那么有两种方法可以修复它。

1) 您可以编辑 kernel.json 文件以指向所需的 python:

$ vim jupyter/kernels/python2/kernel.json

2) 您可以通过运行以下命令从 venv 中删除默认内核:

$ jupyter kernelspec remove python2

这将默认在您的 venv 上使用所需的 python。

Tensorflow 设置错误

pywrap 导入错误是 knwon issue. 。因为我不想干扰我的安装(因为它在 python CLI 上运行良好，但在 Jupyter 上不行)，所以对我有用的唯一建议是:

$ export PBR_VERSION=<your pbr version number>

这似乎是mock的setup.cfg的问题，可能会在以后的版本中解决。

最后，确保tensorflow-gpu已添加到您的系统路径

祝你好运!