diff --git a/.gitignore b/.gitignore
index ee7c6ec370cd7c1f3435b41d915e24023c456af7..2b30f7938c8a1672acd0a14b7051af12c37889fb 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,6 @@
 *.DS_Store
 build/
+build_doc/
 *.user
 
 .vscode
diff --git a/Dockerfile b/Dockerfile
index 97947adf4501443a7cfedb4a83963f1f1519668c..f12be36ceb764a535e8a87b7071757f1ef3dada7 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -13,7 +13,7 @@ ARG WITH_DOC
 ARG WITH_STYLE_CHECK
 
 ENV WOBOQ OFF
-ENV WITH_GPU=${WITH_AVX:-OFF}
+ENV WITH_GPU=${WITH_GPU:-OFF}
 ENV WITH_AVX=${WITH_AVX:-ON}
 ENV WITH_DOC=${WITH_DOC:-OFF}
 ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
@@ -27,7 +27,7 @@ RUN apt-get update && \
     apt-get install -y wget unzip tar xz-utils bzip2 gzip coreutils && \
     apt-get install -y curl sed grep graphviz libjpeg-dev zlib1g-dev && \
     apt-get install -y python-numpy python-matplotlib gcc g++ gfortran && \
-    apt-get install -y automake locales clang-format-3.8 swig && \
+    apt-get install -y automake locales clang-format-3.8 swig doxygen && \
     apt-get clean -y
 
 # git credential to skip password typing
@@ -43,7 +43,8 @@ RUN pip install --upgrade pip && \
     pip install -U wheel pillow BeautifulSoup && \
     pip install -U docopt PyYAML sphinx && \
     pip install -U sphinx-rtd-theme==0.1.9 recommonmark && \
-    pip install pre-commit 'requests==2.9.2' 'ipykernel==4.6.0' 'jupyter==1.0.0'
+    pip install pre-commit 'requests==2.9.2' 'ipython==5.3.0' && \
+    pip install 'ipykernel==4.6.0' 'jupyter==1.0.0'
 
 RUN curl -sSL https://cmake.org/files/v3.4/cmake-3.4.1.tar.gz | tar -xz && \
     cd cmake-3.4.1 && ./bootstrap && make -j `nproc` && make install && \
diff --git a/paddle/scripts/docker/README.md b/paddle/scripts/docker/README.md
index 132f8cd8aaf544984e1867f63c172808d087c91f..b45d92507c1745b759319e20e8ec0790caf4db13 100644
--- a/paddle/scripts/docker/README.md
+++ b/paddle/scripts/docker/README.md
@@ -94,7 +94,7 @@ docker build -t paddle:dev --build-arg UBUNTU_MIRROR=mirror://mirrors.ubuntu.com
 Given the development image `paddle:dev`, the following command builds PaddlePaddle from the source tree on the development computer (host):
 
 ```bash
-docker run --rm -v $PWD:/paddle -e "WITH_GPU=OFF" -e "WITH_AVX=ON" -e "WITH_TEST=OFF" -e "RUN_TEST=OFF" paddle:dev
+docker run --rm -v $PWD:/paddle -e "WITH_GPU=OFF" -e "WITH_AVX=ON" -e "WITH_TESTING=OFF" -e "RUN_TEST=OFF" paddle:dev
 ```
 
 This command mounts the source directory on the host into `/paddle` in the container, so the default entry point of `paddle:dev`, `build.sh`, could build the source code with possible local changes.  When it writes to `/paddle/build` in the container, it writes to `$PWD/build` on the host indeed.
diff --git a/paddle/scripts/docker/build.sh b/paddle/scripts/docker/build.sh
index 16f669bd7744a75afe7ce4c5cab2db3e8745fcf7..73f885c1e70feee59b3b4fa41c7c1532ffc4c932 100644
--- a/paddle/scripts/docker/build.sh
+++ b/paddle/scripts/docker/build.sh
@@ -29,20 +29,36 @@ rm *.deb 2>/dev/null || true
 
 cmake .. \
       -DCMAKE_BUILD_TYPE=Release \
-      -DWITH_DOC=${WITH_DOC:-OFF} \
+      -DWITH_DOC=OFF \
       -DWITH_GPU=${WITH_GPU:-OFF} \
       -DWITH_AVX=${WITH_AVX:-OFF} \
       -DWITH_SWIG_PY=ON \
       -DCUDNN_ROOT=/usr/ \
       -DWITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF} \
-      -DON_COVERALLS=${WITH_TEST:-OFF} \
+      -DWITH_TESTING=${WITH_TESTING:-OFF} \
       -DCMAKE_EXPORT_COMPILE_COMMANDS=ON
 make -j `nproc`
-if [[ ${RUN_TEST:-OFF} == "ON" ]]; then
-    make coveralls
+if [ ${WITH_TESTING:-OFF} == "ON" ] && [ ${RUN_TEST:-OFF} == "ON" ] ; then
+    make test
 fi
 make install
+pip install /usr/local/opt/paddle/share/wheels/*.whl
 
+# To build documentation, we need to run cmake twice.
+# This awkwardness is due to https://github.com/PaddlePaddle/Paddle/issues/1854.
+# It also describes a solution.
+if [ ${WITH_DOC} == "ON" ]; then
+    mkdir -p /paddle/build_doc
+    pushd /paddle/build_doc
+    cmake .. \
+          -DWITH_DOC=ON \
+          -DWITH_GPU=OFF \
+          -DWITH_AVX=${WITH_AVX:-OFF} \
+          -DWITH_SWIG_PY=ON \
+          -DWITH_STYLE_CHECK=OFF
+    make paddle_docs paddle_docs_cn
+    popd
+fi
 # generate deb package for current build
 # FIXME(typhoonzero): should we remove paddle/scripts/deb ?
 # FIXME: CPACK_DEBIAN_PACKAGE_DEPENDS removes all dev dependencies, must
@@ -98,7 +114,7 @@ ADD build/*.deb /usr/local/opt/paddle/deb/
 # run paddle version to install python packages first
 RUN dpkg -i /usr/local/opt/paddle/deb/*.deb && \
     rm -f /usr/local/opt/paddle/deb/*.deb && \
-    pip install /usr/opt/paddle/share/wheels/*.whl && \
+    find /usr/ -name '*paddle-*.whl' | xargs pip install && \
     paddle version
 ${CPU_DOCKER_PYTHON_HOME_ENV}
 ${DOCKERFILE_CUDNN_DSO}