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python3 -m pip install --upgrade https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.12.0-py3-none-any.whl

You can install tensorflow by using this command. It will install without any errors.
pip3 install --upgrade tensorflow

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