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Below command line functions shows how to install it Tensorflow on Centos 7. For your information, below guide is based on Tensorflow version 1.12.0.

STEP 1. Install Python, PIP and Pythonassociated components

sudo yum -y install epel-release
sudo yum -y install gcc gcc-c++ python-pip python-devel atlas atlas-devel gcc-gfortran openssl-devel libffi-devel

...

pip install --upgrade virtualenv
virtualenv --system-site-packages ~/venvs/tensorflow
source ~/venvs/tensorflow/bin/activate
pip install --upgrade numpy scipy wheel cryptography #optional
pip install --upgrade https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-01.1012.0rc0-cp35-cp35m-linux_x86_64.whl

If you face an error like below when you run the end of line above

tensorflow-1.12.0rc0-cp35-cp35m-linux_x86_64.whl is not a supported wheel on this platform.

You can do it as below as an alternative solution

python -m pip install https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.12.0-cp27-none-linux_x86_64.whl

STEP 3. If you want gpu, support, but cuda and cudnn are required, see docs for more install instructions

pip install --upgrade https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow-01.1012.0rc0-cp35-cp35m-linux_x86_64.whl

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