Installing tensorflow with anaconda in windows

Question

I have installed Anaconda on Windows 64 bit  I have downloaded PyCharm for creating a project and in the terminal of PyCharm I have installed numpy  scipy  matplotlib using the following commands   conda install numpy conda install scipy conda install matplotlib   I am not able to install Tensorflow in the same way I installed these other packages  How should I install it

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I was able to install tensorflow on windows following the instructions on tensorflow org  using the conda method of installation  as given here  https   www tensorflow org get started os setup anaconda installation   There are small differences on how to activate an  environment  on windows  you call  activate  directly without the  source   So  for me after installing anaconda the steps where   C  Users Dunschm gt conda create -n tensorflow python 3 5 C  Users Dunschm gt activate tensorflow  tensorflow  C  Users Dunschm gt conda install -c conda-forge tensorflow

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Google has recently launched a newer version of Tesnsorflow r0 12 which include support of Windows both CPU and GPU version can now be installed using Python  gt  3 5 2  only 64-bit  version  For CPU only version open command prompt and enter follow command pip install --upgrade https   storage googleapis com tensorflow windows cpu tensorflow-0 12 0rc0-cp35-cp35m-win amd64 whl  Follow this Tensorflow on Windows for step by step instructions  UPDATE To install current latest version please run following command  pip install tensorflow  CPU only pip install tensorflow-gpu  For GPU support  UPDATE 2020 Tensorflow 2 0 now has a single package for both CPU and GPU version  simply run pip install tensorflow  If your re using Anaconda you can install Tensorflow GPU version and all of its dependencies  CUDA  cuDNN  by running  conda install -c tensorflow-gpu

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Currently tensorflow has binaries only for Unix based OS i e  Ubuntu Mac OS X - that s why no mention of Windows in setup docs  There are long discussions on Github   Open - Windows Support and Documentation Closed - How to install TensorFlow on Windows Closed - How to install run use TensorFlow on windows machines    A SO answer - tensorflow     is it or will it  sometime soon  be compatible with a windows workflow   Suggestion   For now  on Windows  the easiest way to get started with TensorFlow would be to use Docker  http   tensorflow org get started os setup md docker-based installation It should become easier to add Windows support when Bazel  the build system we are using  adds support for building on Windows  which is on the roadmap for Bazel 0 3  You can see the full Bazel roadmap here   Or simply use a Linux VM  using VMPlayer   and the stated steps will setup it up for you   For PyCharm - Once conda environment will be created  you ll need to set the new interpretor  in conda environment  as the interpretor to use in PyCharm  Now to use the conda interpreter from PyCharm go to file  gt  settings  gt  project  gt  interpreter  select Add local in the project interpreter field  the little gear wheel  and browse the interpreter or past the path  The default location - the  environment lives under conda root envs tensorflow  The new python interpreter  ll be at conda root envs tensorflow bin pythonX X   such that  the site-packages will be in conda root envs tensorflow lib pythonX X site-packages

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Open anaconda prompt   make sure your pip version is updated   and you have python 3 4 3 5 or 3 6   Just run the command   pip install --upgrade tensorflow   you can take help from  the documentation and  video    Goodluck

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I found a more recent blog post in Anaconda which instructs how to install the TF easily  I used    conda create -n tensorflow env tensorflow   Or for the GPU version  Make sure that you have NVIDIA GPU    conda create -n tensorflow gpuenv tensorflow-gpu   This way you will have different environments for different TFs

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The following command from inside your command window  and preferably  conda environment  will work provided you have an Nvidia graphics card   conda install tensorflow-gpu

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The above steps conda install -c conda-forge tensorflow  will work for Windows 10 as well but the Python version should be 3 5 or above  I have used it with Anaconda Python version 3 6 as the protocol buffer format it refers to available on 3 5 or above  Thanks  Sandip

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To install TF on windows  follow the below-mentioned steps   conda create --name tensorflow python 3 5 activate tensorflow conda install jupyter conda install scipy pip install tensorflow-gpu   Use pip install tensorflow in place of pip install tensorflow-gpu  in case if you want to install CPU only version of TF   Note  This installation has been tested with Anaconda Python 3 5  64 bit   I have also tried the same installation steps with  a  Anaconda Python 3 6  32 bit    b  Anaconda Python 3 6  64 bit   and  c  Anaconda Python 3 5  32 bit   but all of them  i e   a    b  and  c    failed

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I use windows 10  Anaconda and python 2  A combination of mentioned solutions worked for me   Once you installed tensorflow using   C  Users Laleh conda create -n tensorflow python 3 5   use your python version  C  Users Laleh activate tensorflow   tensorflow  C  Users Laleh conda install -c conda-forge tensorflow  Then I realized tensorflow can not be imported in jupyter notebook  although it can work in commad windows  To solve this issue first I checked   jupyter kernelspec list  I removeed the Jupyter kernelspec  useing   jupyter kernelspec remove python2  Now  the jupyter kernelspec list is pointing to the correct kernel  Again  I activate tensorflow and installed notebook in its environment   C  Users Laleh activate tensorflow   tensorflow C   conda install notebook  Also if you want to use other libraries such as matplotlib  they should be installed separately in tensorflow environment   tensorflow C   conda install -c conda-forge matplotlib  Now everything works fine for me

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This is what I did for Installing Anaconda Python 3 6 version and Tensorflow on Window 10 64bit And It was success    Go to https   www continuum io downloads to download Anaconda Python 3 6 version for Window 64bit  Create a conda environment named tensorflow by invoking the following command   C   conda create -n tensorflow Activate the conda environment by issuing the following command   C   activate tensorflow  tensorflow C     Your prompt should change Go to http   www lfd uci edu  gohlke pythonlibs enter code here download    tensorflow-1 0 1-cp36-cp36m-win amd64 whl      For my case  the file will be located in    C  Users Joshua Downloads    once after downloaded  Install the Tensorflow by using the following command    tensorflow C  pip install C  Users Joshua Downloads  tensorflow-1 0 1-cp36-cp36m-win amd64 whl   This is what I got after the installing     Validate installation by entering following command in your Python environment   import tensorflow as tf  hello   tf constant  Hello  TensorFlow     sess   tf Session    print sess run hello     If the output you got is  Hello  TensorFlow   that means you have successfully install your Tensorflow

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1  Update conda     Run the anaconda prompt as administrator   conda update -n base -c defaults conda   2  Create an environment for python new version say  3 6  conda create --name py36 python 3 6   3  Activate the new environment  conda activate py36   4  Upgrade pip  pip install --upgrade pip   5  Install tensorflow  pip install https   testpypi python org packages db d2 876b5eedda1f81d5b5734277a155fa0894d394a7f55efa9946a818ad1190 tensorflow-0 12 1-cp36-cp36m-win amd64 whl   If it doesn t work     If you have problem with wheel at the environment location  or pywrap tensorflow problem     pip install tensorflow --upgrade --force-reinstall

User · Answer

If you have anaconda version 2 7 installed on your windows  then go to anaconda prompt  type these two commands    Create a conda environment for tensorflow using conda create -n tensorflow env tensorflow activate the tensorflow using conda activate tensorflow env   If it is activated  then the base will be replaced by tensorflow env i e  now it will show  tensorflow env  C  Users gt   You can now use import tensorflow as tf for using tensorflow in your code

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activate tensorflow  conda install -c conda-forge tensorflow worked for me   None of the other steps mentioned online helped  I found it here when trying to install an older version    Eventhough the steps mentioned in the link seems to be for MAC OS X Linux it worked in windows 7  You can install spyder along with this conda install spyder

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This worked for me   conda create -n tensorflow python 3 5 activate tensorflow conda install -c conda-forge tensorflow   Open Anaconda Navigator    Change the dropdown of  Applications on  from  root  to  tensorflow   see screenshot  Launch Spyder  Run a little code to validate you re good to go   import tensorflow as tf node1   tf constant 3  tf float32  node2   tf constant 4    also tf float32 implicitly print node1  node2    or  hello   tf constant  Hello  TensorFlow    sess   tf Session   print sess run hello

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Conda  installs some of the special packages that might have compiled in C or other languages  You can use  pip install tensorflow  and it will work

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I have python 3 5 with anaconda  First I tried everything given above but it did not work for me on windows 10 64bit   So I simply tried -    Open the command prompt Check for python version for which you want to install tensorflow  if you have multiple versions of python  If you just have one version  then type in cmd   C   gt conda install tensorflow    for multiple versions of python  type in cmd   C   gt conda install tensorflow python version e g python 3 5     It works  just give it a try  After installation open ipython console and import tensorflow   import tensorflow   If tensorflow installed properly then you are ready to go  Enjoy machine learning -

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I tried many things but always faced some issue or other  Below steps with specific version only worked for me  1 gt  Create virtual env  conda create -n tensorflow pip python 3 5  2 gt  activate env  activate tensorflow  conda info --envs 3 gt  Install tensorflow  conda install -c conda-forge tensorflow  this will install tensorflow 1 10 0  python -m pip install --upgrade pip  pip install setuptools  39 1 0  3 gt  Install keras  pip install keras  2 2 2  Testing  tensorflow  C  WINDOWS system32 gt python Python 3 5 6  Anaconda  Inc    default  Aug 26 2018  16 05 27   MSC v 1900 64 bit  AMD64   on win32 Type  quot help quot    quot copyright quot    quot credits quot  or  quot license quot  for more information   gt  gt  gt  import tensorflow as tf  gt  gt  gt  import keras Using TensorFlow backend   gt  gt  gt

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This documentation link is helpful and worked for me  Installs all dependencies and produces a working Anaconda  Or this answer is also helpful if you want to use it with spyder

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Google has announced support for tensorflow on Windows  Please follow instructions at https   developers googleblog com 2016 11 tensorflow-0-12-adds-support-for-windows html  Please note CUDA8 0 is needed for GPU installation   If you have installed the 64-bit version of Python 3 5  either from Python org or Anaconda   you can install TensorFlow with a single command  C   pip install tensorflow  For GPU support  if you have CUDA 8 0 installed  you can install the following package instead  C   pip install tensorflow-gpu

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Install Anaconda for Python 3 5 - Can install from here for 64 bit windows  Then install TensorFlow from here    I tried previously with Anaconda for Python 3 6 but failed even after creating Conda env for Python3 5   Additionally if you want to run a Jupyter Notebook and use TensorFlow in it  Use following steps   Change to TensorFlow env    C   gt  activate tensorflow  tensorflow  C   gt  pip install jupyter notebook   Once installed  you can launch Jupyter Notebook and test   tensorflow  C   gt  jupyter notebook

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