Windows上安装Tensorflow 以及集成Spark遇到的问题

川长思鸟来 2022-06-07 13:28 266阅读 0赞

Windows上安装Tensorflow  
  
  
参考博客： http://blog.csdn.net/u013713117/article/details/54616460  
  
  
第一种安装方式：使用Pip  
1： 安装python3.5.x  
  
  
2： 升级 pip  
  
  
python -m pip install --upgrade pip  
  
  
  
  
3：安装tensorflow  
  
  
pip install --upgrade --ignore-installed https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.0rc0-cp35-cp35m-win\_amd64.whl  
  
  
> pip install tensorflow  
\# 或  
  
  
我用的这个版本：  
pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-1.4.0rc0-cp35-cp35m-win\_amd64.whl  
旧版本：  
pip install --upgrade https://storage.googleapis.com/tensorflow/windows/cpu/tensorflow-0.12.0rc0-cp35-cp35m-win\_amd64.whl  
  
  
  
  
GPU版本  
  
  
> pip install tensorflow-gpu  \# 需CUDA 8  
\# 或  
> pip install --upgrade https://storage.googleapis.com/tensorflow/windows/gpu/tensorflow\_gpu-0.12.0rc0-cp35-cp35m-win\_amd64.whl  
  
  
第二种安装方式： 本地安装方式  
  
  
下载安装 pandas-0.21.0rc1-cp35-cp35m-win\_amd64.whl (md5)  
  
  
pip install --upgrade   E:\\Python\\Python-lib\\pandas-0.21.0rc1-cp35-cp35m-win\_amd64.whl     
  
  
pip install --upgrade   E:\\Python\\Python-lib\\pandas-0.21.0rc1-cp27-cp27m-win\_amd64.whl   
  
  
gensim-3.0.1-cp35-cp35m-win\_amd64.whl  
  
  
先安装：  
pip install --upgrade   E:\\Python\\Python-lib\\scipy-1.0.0rc2-cp35-none-win\_amd64.whl  
  
  
后安装：  
pip install --upgrade gensim  
  
  
  
  
pip install --upgrade   E:\\Python\\Python-lib\\matplotlib-2.1.0-cp35-cp35m-win\_amd64.whl  
  
  
先安装  
pip install --upgrade   E:\\Python\\Python-lib\\Twisted-17.9.0-cp35-cp35m-win\_amd64.whl  
后安装  
pip install --upgrade   E:\\Python\\Python-lib\\Scrapy-1.4.0-py2.py3-none-any.whl  
  
  
pip install --upgrade   E:\\Python\\Python-lib\\opencv\_python-3.3.0+contrib-cp35-cp35m-win\_amd64.whl  
  
  
  
  
4： 验证  
安装成功后运行  
  
  
>import tensorflow as tf  
  
  
  
  
如果没有勾选Download debug binaries (requires VS 2015 or later )，报错：  
  
  
Traceback (most recent call last):  
  File "C:\\Users\\mark\\AppData\\Local\\Programs\\Python\\Python35\\lib\\site-packages\\tensorflow\\python\\pywrap\_tensorflow.py", line 19, in swig\_import\_helper  
    return importlib.import\_module(mname)  
  File "C:\\Users\\mark\\AppData\\Local\\Programs\\Python\\Python35\\lib\\importlib\\\_\_init\_\_.py", line 126, in import\_module  
    return \_bootstrap.\_gcd\_import(name\[level:\], package, level)  
  File "<frozen importlib.\_bootstrap>", line 986, in \_gcd\_import  
  File "<frozen importlib.\_bootstrap>", line 969, in \_find\_and\_load  
  File "<frozen importlib.\_bootstrap>", line 958, in \_find\_and\_load\_unlocked  
  File "<frozen importlib.\_bootstrap>", line 666, in \_load\_unlocked  
  File "<frozen importlib.\_bootstrap>", line 577, in module\_from\_spec  
  File "<frozen importlib.\_bootstrap\_external>", line 906, in create\_module  
  File "<frozen importlib.\_bootstrap>", line 222, in \_call\_with\_frames\_removed  
ImportError: DLL load failed: The specified module could not be found.  
  
  
解决方法：   
Install Microsoft Visual C++ 2015 Redistributable Update 3 x64.  
地址：  
https://www.microsoft.com/en-us/download/details.aspx?id=53587  
  
  
  
  
  
  
Python集成Spark安装配置：  
  
  
第一种方法：  
  
  
windows7 spark单机环境搭建及pycharm访问spark  
http://www.cnblogs.com/porco/p/4895421.html  
  
  
  
  
windows7 spark单机环境搭建  
  
  
follow this link how to run apache spark on windows7  
pycharm 访问本机 spark  
  
  
安装py4j  
pip install py4j  
  
  
配置pycharm  
在PYTHON\_HOME\\lib\\site-packages下新建pyspark.pth文件内容为:  
D:\\program\\spark-1.5.1-bin-hadoop2.4\\python  
  
  
试运行  
  
  
第二种方法：  
pip install pyspark  
  
  
  
  
   
  
  
ImportError: cannot import name downsample  
  
  
在学习使用  TensorFlow 学习卷积神经网络的时候，遇到这个问题：  
  
  
from theano.tensor.signal.pool import downsample  
  
  
ImportError: cannot import name downsample  
  
  
解决方案来自大牛的回复   
\[http://blog.csdn.net/u012162613/article/details/43277187\#comments \]：   
在较早的版本中，可能会使用from theano.tensor.signal.downsample import max\_pool\_2d。  
根据运行提示，更新到 from theano.tensor.signal.pool import pool\_2d 中了。  
  
  
查看了一下theano下面的包，发现在signal下面没有了downsample了，只有pool和conv了。  
如果以后再用downsample的时候，很可能就是调用这两个包里面的东西，改一下就好了。感叹一下，计算机变的真快。  
  
  
把 from theano.tensor.signal.pool import downsample注释掉,改为  
  
  
from theano.tensor.signal.pool import pool\_2d