1. Requirements

Ubuntu16.04
CUDA9.0
CUDNN7

2. Refference

https://www.tensorflow.org/install/source

3. Install Bazel v0.18.1

https://qiita.com/madaikiteruyo/items/4232f2b94d3ddaeb6fed

4. Install python libraries

pip install pip --upgrade
pip install pip six numpy wheel mock
pip install keras_applications==1.0.5 --no-deps
pip install keras_preprocessing==1.0.3 --no-deps
pip install h5py==2.8.0

5. Build TensorFlow v1.12.1 with CUDA 9.0

git clone https://github.com/tensorflow/tensorflow
cd tensorflow
git checkout v1.12.0
./configure
bazel build --config=opt --config=cuda //tensorflow/tools/pip_package:build_pip_package
./bazel-bin/tensorflow/tools/pip_package/build_pip_package ../tensorflow_pkg
chown $HOST_PERMS ./tensorflow_pkg

6. Install tensorflow

pip uninstall tensorflow
pip install ../tensorflow_pkg/tensorflow-1.12.2-cp36-cp36m-linux_x86_64.whl
cd ..
pip freeze | grep tensorflow

7. Result

tensorflow==1.12.2

Thank you.
last-samurai