背景
聽說谷歌的第二代機器學習的框架 tensorflow 開源了,我也心血來潮去探探大牛的產品.怎奈安裝就折騰了一天,現在整理出來備忘.
tensorflow官方網站給出的安裝步驟很簡單:
# Only CPU-version is available at the moment.
$ pip install https://storage.googleapis.com/tensorflow/mac/tensorflow-0.5.0-py2-none-any.whl
安裝pip
用到了一個 pip 的工具,查了一下pip類似RedHat裏面的yum,安裝Python包非常方便.
好吧,那就裝一個pip.pip的安裝方法也很簡單,就是前提需要先安裝python.然後去下載 pip的安裝包 ,pip安裝命令如下:
qyfmac$ tar zxvf pip-7.1.2.tar.gz
qyfmac$ cd pip-7.1.2
qyfmac$ python setup.py install
安裝時報錯了:
qyfmac$ python setup.py install
running install
Checking .pth file support in /Library/Python/2.7/site-packages/
error: can't create or remove files in install directory
The following error occurred while trying to add or remove files in the
installation directory:
[Errno 13] Permission denied: '/Library/Python/2.7/site-packages/test-easy-install-38643.pth'
The installation directory you specified (via --install-dir, --prefix, or
the distutils default setting) was:
/Library/Python/2.7/site-packages/
Perhaps your account does not have write access to this directory? If the
installation directory is a system-owned directory, you may need to sign in
as the administrator or "root" account. If you do not have administrative
access to this machine, you may wish to choose a different installation
directory, preferably one that is listed in your PYTHONPATH environment
variable.
For information on other options, you may wish to consult the
documentation at:
https://pythonhosted.org/setuptools/easy_install.html
Please make the appropriate changes for your system and try again.
裏面有個 Permission denied
意思是權限不足,我們價格sudo繼續執行.
qyfmac$ sudo python setup.py install
安裝完後執行命令 pip freeze
列出安裝的packages驗證一下pip安裝好沒.
qyfmac$ pip freeze
altgraph==0.10.2
bdist-mpkg==0.5.0
bonjour-py==0.3
macholib==1.5.1
matplotlib==1.3.1
modulegraph==0.10.4
numpy==1.10.1
py2app==0.7.3
...
列出了好多包,我唯一沒搞懂的就是我什麼時候裝了這麼多包.
安裝tensorflow
到了我們的主角出場了.執行安裝命令安裝tensorflow.
qyfmac$ pip install https://storage.googleapis.com/tensorflow/mac/tensorflow-0.5.0-py2-none-any.whl
悲劇依舊發生了,googleapis.com這個鬼要弄把梯子才能訪問,下載各種超時.
黃天不負苦心人,有一有心人已經下好並上傳的了百度雲 http://pan.baidu.com/s/1ntjaMnf 密碼:sznb.
下載下來安裝之.
qyfmac$ pip install --upgrade tensorflow-0.5.0-py2-none-any.whl
安裝virtualenv
virtualenv是python的沙箱工具.我們畢竟是在自己機器上做實驗,爲了不來回修改各種環境變量,我們一般還是弄個沙箱完比較好.測試完直接刪除就行,不用再去改各種配置文件.
用pip命令來安裝:
qyfmac$ sudo pip install --upgrade virtualenv
安裝好後創建一個工作目錄,我直接在home裏創建了個文件夾.
qyfmac$ virtualenv --system-site-packages ~/tensorflow
然後進入目錄激活沙箱.
qyfmac$ cd ~/tensorflow
qyfmac$ source bin/activate
(tensorflow) qyfmac$
在virtualenv裏安裝tensorflow
把下載下來的 tensorflow-0.5.0-py2-none-any.whl
文件放到 ~/tensorflow
目錄裏.
進入沙箱後,執行命令來安裝tensorflow在沙箱中.
(tensorflow) qyfmac$ pip install --upgrade tensorflow-0.5.0-py2-none-any.whl
運行tensorflow
我是在virtualenv裏運行的.直接在系統裏執行方式是一樣的.
照着官方文檔敲了個 簡單例子 .
(tensorflow) qyfmac$ python
Python 2.7.10 (default, Aug 22 2015, 20:33:39)
[GCC 4.2.1 Compatible Apple LLVM 7.0.0 (clang-700.0.59.1)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> import tensorflow as tf
>>> hello = tf.constant('Hello,TensorFlow!')
>>> sess = tf.Session()
>>> print sess.run(hello)
Hello, TensorFlow!
>>>
在敲 see = tf.Session()
這行時會報一個錯
can't determine number of CPU cores: assuming 4
I tensorflow/core/common_runtime/local_device.cc:25] Local device intra op parallelism threads: 4
can't determine number of CPU cores: assuming 4
I tensorflow/core/common_runtime/local_session.cc:45] Local session inter op parallelism threads: 4
可以先不用理會,不影響最終執行結果.
參考
- tensorflow官方地址: http://tensorflow.org
- tensorflow軟件下載地址: http://pan.baidu.com/s/1ntjaMnf 密碼:sznb.
- pip官方地址: https://pypi.python.org/pypi/pip
- setuptools官方地址: https://pypi.python.org/pypi/setuptools
- python安裝setuptools步驟詳解: http://www.111cn.net/phper/python/66848.htm