diff --git a/docker/Dockerfiles/Dockerfile.tensorrt b/docker/Dockerfiles/Dockerfile.tensorrt
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+# -*- mode: dockerfile -*-
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+# Dockerfile to run MXNet with TensorRT Integration.
+
+FROM nvidia/cuda:9.0-cudnn7-devel
+
+WORKDIR /work/deps
+
+# Ubuntu-core
+RUN apt-get update && \
+  apt-get install -y --no-install-recommends \
+    libopenblas-base \
+    python3 \
+    python3-pip \
+    wget
+
+RUN ln -s $(which python3) /usr/bin/python && \
+    ln -s $(which pip3) /usr/bin/pip
+
+RUN echo "Installing TensorRT." && \
+  wget -qO tensorrt.deb https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1604/x86_64/nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0_1-1_amd64.deb && \
+  dpkg -i tensorrt.deb && \
+  apt-get update && \
+  apt-get install -y --allow-downgrades libnvinfer-dev && \
+  rm tensorrt.deb
+
+RUN pip install mxnet-tensorrt-cu90
+
+CMD python