diff --git a/paddle/scripts/docker/build.sh b/paddle/scripts/docker/build.sh
index 16f669bd7744a75afe7ce4c5cab2db3e8745fcf7..5156cf9147b08ea906a64e45c7c62d0fea777f65 100644
--- a/paddle/scripts/docker/build.sh
+++ b/paddle/scripts/docker/build.sh
@@ -29,7 +29,7 @@ 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 \
@@ -100,6 +100,18 @@ 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 && \
     paddle version
+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
+    popd
+fi
 ${CPU_DOCKER_PYTHON_HOME_ENV}
 ${DOCKERFILE_CUDNN_DSO}
 ${DOCKERFILE_GPU_ENV}