Anaconda+CUDA+CUDNN+Tensorflow在Win10上安装总结

前言

今年实验室配了两个2万+的设备，显卡Quardo M4000 8G 很强了。我之前还用tensorflow cpu 训练数据，慢的我都怀疑人生了。于是便安装了gpu版本。速度66的。
本文是在Win10环境下安装Anaconda3 5.0.1(64-bit)，CUDA8.0，CUDNN-8.0-windows10-x64-v6.0，看了好多文章，折腾了差不多一下午和一晚上，发现这篇文章总结的比较全面，但还是有其他的问题。

问题一

CUDA的环境变量的设置：
在环境变量Path加入一下三个，第一个很重要（很多网站都忽略了！！！）

1. %CUDA_PATH%\extras\CUPTI\libx64;
2. %CUDA_PATH%\bin;
3. %CUDA_PATH%\lib\x64;

问题二

对于CUDNN的安装，详见文章《如何安装CUDNN》，已经介绍的很清楚了。

问题三

Win10，ANACONDA3(64-bit)，Python3.6.2。ANACONDA Prompt中不能用pip命令安装包，并且是在安装了TensorFlow后才发生的。

Exception:  
Traceback (most recent call last):  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\basecommand.py", line 215, in main  
    status = self.run(options, args)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\commands\install.py", line 335, in run  
    wb.build(autobuilding=True)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\wheel.py", line 749, in build  
    self.requirement_set.prepare_files(self.finder)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\req\req_set.py", line 380, in prepare_files  
    ignore_dependencies=self.ignore_dependencies))  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\req\req_set.py", line 554, in _prepare_file  
    require_hashes  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\req\req_install.py", line 278, in populate_link  
    self.link = finder.find_requirement(self, upgrade)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\index.py", line 465, in find_requirement  
    all_candidates = self.find_all_candidates(req.name)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\index.py", line 423, in find_all_candidates  
    for page in self._get_pages(url_locations, project_name):  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\index.py", line 568, in _get_pages  
    page = self._get_page(location)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\index.py", line 683, in _get_page  
    return HTMLPage.get_page(link, session=self.session)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\index.py", line 811, in get_page  
    inst = cls(resp.content, resp.url, resp.headers)  
  File "C:\ProgramData\Anaconda3\lib\site-packages\pip\index.py", line 731, in __init__  
    namespaceHTMLElements=False,  
TypeError: parse() got an unexpected keyword argument 'transport_encoding'

解决办法：
输入conda install -c anaconda html5lib
等待执行完后，发现pip安装指令可以成功执行。
这个问题参考文章点这里