diff --git a/tools/manylinux1/Dockerfile.Inference b/tools/manylinux1/Dockerfile.Inference
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+# A image for building paddle binaries
+# Use cuda devel base image for both cpu and gpu environment
+# When you modify it, please be aware of cudnn-runtime version
+FROM nvidia/cuda:10.1-cudnn7-devel-ubuntu16.04
+MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
+
+ARG UBUNTU_MIRROR
+RUN /bin/bash -c 'if [[ -n ${UBUNTU_MIRROR} ]]; then sed -i 's#http://archive.ubuntu.com/ubuntu#${UBUNTU_MIRROR}#g' /etc/apt/sources.list; fi'
+
+# ENV variables
+ARG WITH_GPU
+ARG WITH_AVX
+
+ENV WOBOQ OFF
+ENV WITH_GPU=${WITH_GPU:-ON}
+ENV WITH_AVX=${WITH_AVX:-ON}
+
+ENV HOME /root
+# Add bash enhancements
+COPY ./paddle/scripts/docker/root/ /root/
+
+# Prepare packages for Python
+RUN apt-get update && \
+    apt-get install -y make build-essential libssl-dev zlib1g-dev libbz2-dev \
+    libreadline-dev libsqlite3-dev wget curl llvm libncurses5-dev libncursesw5-dev \
+    xz-utils tk-dev libffi-dev liblzma-dev
+
+# Downgrade gcc&&g++
+RUN apt-get update
+WORKDIR /usr/bin
+RUN apt install -y gcc-4.8 g++-4.8
+RUN cp gcc gcc.bak
+RUN cp g++ g++.bak
+RUN rm gcc
+RUN rm g++
+RUN ln -s gcc-4.8 gcc
+RUN ln -s g++-4.8 g++
+
+# Install Python3.6
+RUN mkdir -p /root/python_build/ && wget -q https://www.sqlite.org/2018/sqlite-autoconf-3250300.tar.gz && \
+    tar -zxf sqlite-autoconf-3250300.tar.gz && cd sqlite-autoconf-3250300 && \
+    ./configure -prefix=/usr/local && make -j8 && make install && cd ../ && rm sqlite-autoconf-3250300.tar.gz && \
+    wget -q https://www.python.org/ftp/python/3.6.0/Python-3.6.0.tgz && \
+    tar -xzf Python-3.6.0.tgz && cd Python-3.6.0 && \
+    CFLAGS="-Wformat" ./configure --prefix=/usr/local/ --enable-shared > /dev/null && \
+    make -j8 > /dev/null && make altinstall > /dev/null
+
+# Install Python3.7
+RUN wget -q https://www.python.org/ftp/python/3.7.0/Python-3.7.0.tgz && \
+    tar -xzf Python-3.7.0.tgz && cd Python-3.7.0 && \
+    CFLAGS="-Wformat" ./configure --prefix=/usr/local/ --enable-shared > /dev/null && \
+    make -j8 > /dev/null && make altinstall > /dev/null
+
+RUN rm -r /root/python_build
+
+RUN apt-get update && \
+    apt-get install -y --allow-downgrades --allow-change-held-packages \
+    patchelf python3 python3-dev python3-pip \
+    git python-pip python-dev python-opencv openssh-server bison \
+    libnccl2=2.1.2-1+cuda8.0 libnccl-dev=2.1.2-1+cuda8.0 \
+    wget unzip unrar tar xz-utils bzip2 gzip coreutils ntp \
+    curl sed grep graphviz libjpeg-dev zlib1g-dev  \
+    python-matplotlib gcc-4.8 g++-4.8 \
+    automake locales clang-format swig cmake  \
+    liblapack-dev liblapacke-dev \
+    clang-3.8 llvm-3.8 libclang-3.8-dev \
+    net-tools libtool ccache && \
+    apt-get clean -y
+
+# Install Python2.7.15 to replace original python
+WORKDIR /home
+ENV version=2.7.15
+RUN wget https://www.python.org/ftp/python/$version/Python-$version.tgz
+RUN tar -xvf Python-$version.tgz
+WORKDIR /home/Python-$version
+RUN ./configure --enable-unicode=ucs4 --enable-shared CFLAGS=-fPIC --prefix=/usr/local/python2.7.15
+RUN make && make install
+
+RUN echo "export PATH=/usr/local/python2.7.15/include:${PATH}" >> ~/.bashrc
+RUN echo "export PATH=/usr/local/python2.7.15/bin:${PATH}" >> ~/.bashrc
+RUN echo "export LD_LIBRARY_PATH=/usr/local/python2.7.15/lib:${LD_LIBRARY_PATH}" >> ~/.bashrc
+RUN echo "export CPLUS_INCLUDE_PATH=/usr/local/python2.7.15/include/python2.7:$CPLUS_INCLUDE_PATH" >> ~/.bashrc
+ENV PATH=/usr/local/python2.7.15/include:${PATH}
+ENV PATH=/usr/local/python2.7.15/bin:${PATH}
+ENV LD_LIBRARY_PATH=/usr/local/python2.7.15/lib:${LD_LIBRARY_PATH}
+ENV CPLUS_INCLUDE_PATH=/usr/local/python2.7.15/include/python2.7:$CPLUS_INCLUDE_PATH
+RUN mv /usr/bin/python /usr/bin/python.bak
+RUN ln -s /usr/local/python2.7.15/bin/python2.7 /usr/local/bin/python
+RUN ln -s /usr/local/python2.7.15/bin/python2.7 /usr/bin/python
+WORKDIR /home
+RUN wget https://files.pythonhosted.org/packages/b0/d1/8acb42f391cba52e35b131e442e80deffbb8d0676b93261d761b1f0ef8fb/setuptools-40.6.2.zip
+RUN apt-get -y install unzip
+RUN unzip setuptools-40.6.2.zip
+WORKDIR /home/setuptools-40.6.2
+RUN python setup.py build
+RUN python setup.py install
+WORKDIR /home
+RUN wget https://files.pythonhosted.org/packages/69/81/52b68d0a4de760a2f1979b0931ba7889202f302072cc7a0d614211bc7579/pip-18.0.tar.gz
+RUN tar -zxvf pip-18.0.tar.gz
+WORKDIR pip-18.0
+RUN python setup.py install
+
+WORKDIR /home
+RUN rm Python-$version.tgz setuptools-40.6.2.zip pip-18.0.tar.gz && \
+    rm -r Python-$version setuptools-40.6.2 pip-18.0
+
+# Install Go and glide
+RUN wget -qO- https://storage.googleapis.com/golang/go1.8.1.linux-amd64.tar.gz | \
+    tar -xz -C /usr/local && \
+    mkdir /root/gopath && \
+    mkdir /root/gopath/bin && \
+    mkdir /root/gopath/src
+ENV GOROOT=/usr/local/go GOPATH=/root/gopath
+# should not be in the same line with GOROOT definition, otherwise docker build could not find GOROOT.
+ENV PATH=${PATH}:${GOROOT}/bin:${GOPATH}/bin
+# install glide
+RUN curl -s -q https://glide.sh/get | sh
+
+# Install TensorRT
+# following TensorRT.tar.gz is not the default official one, we do two miny changes:
+# 1. Remove the unnecessary files to make the library small. TensorRT.tar.gz only contains include and lib now,
+#    and its size is only one-third of the official one.
+# 2. Manually add ~IPluginFactory() in IPluginFactory class of NvInfer.h, otherwise, it couldn't work in paddle.
+#    See https://github.com/PaddlePaddle/Paddle/issues/10129 for details.
+
+RUN wget -q https://paddle-ci.gz.bcebos.com/TensorRT-5.1.5.0.Ubuntu-14.04.5.x86_64-gnu.cuda-10.1.cudnn7.5.tar.gz --no-check-certificate && \
+    tar -zxf TensorRT-5.1.5.0.Ubuntu-14.04.5.x86_64-gnu.cuda-10.1.cudnn7.5.tar.gz -C /usr/local && \
+    cp -rf /usr/local/TensorRT-5.1.5.0/include /usr
+
+# git credential to skip password typing
+RUN git config --global credential.helper store
+
+# Fix locales to en_US.UTF-8
+RUN localedef -i en_US -f UTF-8 en_US.UTF-8
+
+# FIXME: due to temporary ipykernel dependency issue, specify ipykernel jupyter
+# version util jupyter fixes this issue.
+
+# specify sphinx version as 1.5.6 and remove -U option for [pip install -U
+# sphinx-rtd-theme] since -U option will cause sphinx being updated to newest
+# version(1.7.1 for now), which causes building documentation failed.
+RUN pip3 --no-cache-dir install -U wheel py-cpuinfo==5.0.0 && \
+    pip3 --no-cache-dir install -U docopt PyYAML sphinx==1.5.6 && \
+    pip3 --no-cache-dir install sphinx-rtd-theme==0.1.9 recommonmark && \
+    pip3.6 --no-cache-dir install -U wheel py-cpuinfo==5.0.0 && \
+    pip3.6 --no-cache-dir install -U docopt PyYAML sphinx==1.5.6 && \
+    pip3.6 --no-cache-dir install sphinx-rtd-theme==0.1.9 recommonmark && \
+    pip3.7 --no-cache-dir install -U wheel py-cpuinfo==5.0.0 && \
+    pip3.7 --no-cache-dir install -U docopt PyYAML sphinx==1.5.6 && \
+    pip3.7 --no-cache-dir install sphinx-rtd-theme==0.1.9 recommonmark && \
+    pip --no-cache-dir install -U wheel py-cpuinfo==5.0.0 && \
+    pip --no-cache-dir install -U docopt PyYAML sphinx==1.5.6 && \
+    pip --no-cache-dir install sphinx-rtd-theme==0.1.9 recommonmark
+
+RUN pip3 --no-cache-dir install 'pre-commit==1.10.4' 'ipython==5.3.0' && \
+    pip3 --no-cache-dir install 'ipykernel==4.6.0' 'jupyter==1.0.0' && \
+    pip3 --no-cache-dir install opencv-python && \
+    pip3.6 --no-cache-dir install 'pre-commit==1.10.4' 'ipython==5.3.0' && \
+    pip3.6 --no-cache-dir install 'ipykernel==4.6.0' 'jupyter==1.0.0' && \
+    pip3.6 --no-cache-dir install opencv-python && \
+    pip3.7 --no-cache-dir install 'pre-commit==1.10.4' 'ipython==5.3.0' && \
+    pip3.7 --no-cache-dir install 'ipykernel==4.6.0' 'jupyter==1.0.0' && \
+    pip3.7 --no-cache-dir install opencv-python && \
+    pip --no-cache-dir install 'pre-commit==1.10.4' 'ipython==5.3.0' && \
+    pip --no-cache-dir install 'ipykernel==4.6.0' 'jupyter==1.0.0' && \
+    pip --no-cache-dir install opencv-python
+
+#For docstring checker
+RUN pip3 --no-cache-dir install pylint pytest astroid isort
+RUN pip3.6 --no-cache-dir install pylint pytest astroid isort
+RUN pip3.7 --no-cache-dir install pylint pytest astroid isort
+RUN pip --no-cache-dir install pylint pytest astroid isort LinkChecker
+
+RUN pip3 --no-cache-dir install coverage                
+RUN pip3.6 --no-cache-dir install coverage             
+RUN pip3.7 --no-cache-dir install coverage            
+RUN pip --no-cache-dir install coverage
+
+COPY ./python/requirements.txt /root/
+RUN pip3 --no-cache-dir install -r /root/requirements.txt
+RUN pip3.6 --no-cache-dir install -r /root/requirements.txt
+RUN pip3.7 --no-cache-dir install -r /root/requirements.txt
+RUN pip --no-cache-dir install -r /root/requirements.txt
+
+# To fix https://github.com/PaddlePaddle/Paddle/issues/1954, we use
+# the solution in https://urllib3.readthedocs.io/en/latest/user-guide.html#ssl-py2
+RUN apt-get install -y libssl-dev libffi-dev && apt-get clean -y
+RUN pip3 --no-cache-dir install certifi urllib3[secure]
+RUN pip3.6 --no-cache-dir install certifi urllib3[secure]
+RUN pip3.7 --no-cache-dir install certifi urllib3[secure]
+RUN pip --no-cache-dir install certifi urllib3[secure]
+
+
+# Install woboq_codebrowser to /woboq
+RUN git clone https://github.com/woboq/woboq_codebrowser /woboq && \
+    (cd /woboq \
+     cmake -DLLVM_CONFIG_EXECUTABLE=/usr/bin/llvm-config-3.8 \
+           -DCMAKE_BUILD_TYPE=Release . \
+     make)
+
+# ar mishandles 4GB files
+# https://sourceware.org/bugzilla/show_bug.cgi?id=14625
+# remove them when apt-get support 2.27 and higher version
+RUN wget -q https://launchpad.net/ubuntu/+archive/primary/+sourcefiles/binutils/2.27-9ubuntu1/binutils_2.27.orig.tar.gz && \
+    tar -xzf binutils_2.27.orig.tar.gz && \
+    cd binutils-2.27 && \
+    ./configure && make -j && make install && cd .. && rm -rf binutils-2.27 binutils_2.27.orig.tar.gz
+
+# Configure OpenSSH server. c.f. https://docs.docker.com/engine/examples/running_ssh_service
+RUN mkdir /var/run/sshd
+RUN echo 'root:root' | chpasswd
+RUN sed -ri 's/^PermitRootLogin\s+.*/PermitRootLogin yes/' /etc/ssh/sshd_config
+RUN sed -ri 's/UsePAM yes/#UsePAM yes/g' /etc/ssh/sshd_config
+CMD source ~/.bashrc
+EXPOSE 22