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+## start with the Docker 'base Tensorflow1.4 for python3' Debian-based image
+
+#FROM tensorflow/tensorflow:1.6.0-py3
+FROM tensorflow/tensorflow:1.6.0-gpu-py3
+#FROM tensorflow/tensorflow:latest-gpu-py3
+##Install custom libraries
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+    python3-tk
+
+# install dependencies from python packages
+RUN pip3 --no-cache-dir install \
+    pandas==0.21.0\
+    scikit-learn==0.19.1 \
+    scipy==1.1.0\
+    scikit-image==0.15.0 \
+    SimpleITK==1.1.0 \
+    nibabel==2.2.1 \
+    keras==2.2.4 \
+    numpy==1.15.4
+
+
+
+
+
+## Copying application code (present working directory) and configuration to docker image
+COPY ./tool /tool
+WORKDIR "/tool"
+RUN bash /tool/bash_profile
+
+
+ENTRYPOINT ["python3","./run_FatSegNet.py"]
+