diff --git a/paddle/scripts/docker/README.md b/paddle/scripts/docker/README.md
index 8c35411fc390ef218e395c58808d644e7a35095e..e5af5c9a1e6f96c5112895a1ec0b0c6ac57da666 100644
--- a/paddle/scripts/docker/README.md
+++ b/paddle/scripts/docker/README.md
@@ -83,13 +83,18 @@ docker build -t paddle:dev .
 
 The `docker build` command assumes that `Dockerfile` is in the root source tree.  Note that in this design, this `Dockerfile` is this only one in our repo.
 
+Users can specify a Ubuntu mirror server for faster downloading:
+
+```bash
+docker build -t paddle:dev --build-arg UBUNTU_MIRROR=mirror://mirrors.ubuntu.com/mirrors.txt .
+```
 
 ### Build PaddlePaddle from Source Code
 
 Given the development image `paddle:dev`, the following command builds PaddlePaddle from the source tree on the development computer (host):
 
 ```bash
-docker run -v $PWD:/paddle -e "GPU=OFF" -e "AVX=ON" -e "TEST=ON" paddle:dev
+docker run -v $PWD:/paddle -e "WITH_GPU=OFF" -e "WITH_AVX=ON" -e "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 `$PWD/build` on the host indeed.
@@ -100,6 +105,10 @@ This command mounts the source directory on the host into `/paddle` in the conta
 - `$PWD/build/paddle-<version>.deb` for production installation, and
 - `$PWD/build/Dockerfile`, which builds the production Docker image.
 
+Users can specify the following Docker build arguments with either "ON" or "OFF" value:
+- `WITH_GPU`: ***Required***. Generates NVIDIA CUDA GPU code and relies on CUDA libraries.
+- `WITH_AVX`: ***Required***. Set to "OFF" prevents from generating AVX instructions. If you don't know what is AVX, you might want to set "ON".
+- `TEST`: ***Optional, default OFF***. Build unit tests and run them after building.
 
 ### Build the Production Docker Image
 
diff --git a/paddle/scripts/docker/build.sh b/paddle/scripts/docker/build.sh
old mode 100755
new mode 100644
index 285ebdb9c36505ec634ed38fe36f74ca12168e14..5ebdf6fa405e8e765371dff37c75302d9352b1e1
--- a/paddle/scripts/docker/build.sh
+++ b/paddle/scripts/docker/build.sh
@@ -80,12 +80,9 @@ fi
 cat > /paddle/build/Dockerfile <<EOF
 FROM ${BASE_IMAGE}
 MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
-
 ENV HOME /root
 ENV LANG en_US.UTF-8
-
 # Use Fix locales to en_US.UTF-8
-
 RUN ${MIRROR_UPDATE}
     apt-get update && \
     apt-get install -y libgfortran3 libpython2.7 ${GPU_DOCKER_PKG} && \
@@ -94,10 +91,8 @@ RUN ${MIRROR_UPDATE}
     pip install -U 'protobuf==3.1.0' requests numpy
 # Use different deb file when building different type of images
 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 && paddle version
-
 ${DOCKERFILE_GPU_ENV}
 # default command shows the paddle version and exit
 CMD ["paddle", "version"]