diff --git a/paddle/scripts/deb/build_scripts/build.sh b/paddle/scripts/deb/build_scripts/build.sh
index d13dea514841b110c304b8aa0e65ad16e42c75f3..51cf7f1b9ba7462e29dede474a2c72ce2e8d32a1 100755
--- a/paddle/scripts/deb/build_scripts/build.sh
+++ b/paddle/scripts/deb/build_scripts/build.sh
@@ -1,5 +1,6 @@
 #!/bin/bash
 set -e
+ARCH=$(uname -i)
 apt-get update
 apt-get install -y dh-make
 cd ~
@@ -8,28 +9,35 @@ mkdir -p ~/dist/cpu
 mkdir -p ~/dist/cpu-noavx
 mkdir -p ~/dist/gpu-noavx
 cd paddle
-mkdir build
+
+# clean build dir and third_party dir cache
+rm -rf build third_party
+mkdir -p build
 cd build
-cmake .. -DWITH_GPU=OFF -DWITH_SWIG_PY=ON -DWITH_AVX=ON
+cmake .. -DWITH_GPU=OFF -DWITH_SWIG_PY=ON -DWITH_AVX=ON -DWITH_SWIG_PY=ON -DWITH_STYLE_CHECK=OFF -DCMAKE_EXPORT_COMPILE_COMMANDS=ON
 make -j `nproc`
+# FIXME(typhoonzero): add ARCH gpu noavx flag to CPACK_SYSTEM_NAME. Why -D not affect anything?
 cpack -D CPACK_GENERATOR='DEB' ..
 mv *.deb ~/dist/cpu
 
 rm -rf *
-cmake .. -DWITH_GPU=ON -DWITH_SWIG_PY=ON -DWITH_AVX=ON -DCUDNN_ROOT=/usr/
+ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so /usr/lib/libcudnn.so
+cmake .. -DWITH_GPU=ON -DWITH_SWIG_PY=ON -DWITH_AVX=ON -DCUDNN_ROOT=/usr/ -DWITH_SWIG_PY=ON -DWITH_STYLE_CHECK=OFF -DCMAKE_EXPORT_COMPILE_COMMANDS=ON
 make -j `nproc`
 cpack -D CPACK_GENERATOR='DEB' ..
 mv *.deb ~/dist/gpu
 
 
 rm -rf *
-cmake .. -DWITH_GPU=OFF -DWITH_SWIG_PY=ON -DWITH_AVX=OFF
+rm -f /usr/lib/libcudnn.so
+cmake .. -DWITH_GPU=OFF -DWITH_SWIG_PY=ON -DWITH_AVX=OFF -DWITH_SWIG_PY=ON -DWITH_STYLE_CHECK=OFF -DCMAKE_EXPORT_COMPILE_COMMANDS=ON
 make -j `nproc`
 cpack -D CPACK_GENERATOR='DEB' ..
 mv *.deb ~/dist/cpu-noavx
 
 rm -rf *
-cmake .. -DWITH_GPU=ON -DWITH_SWIG_PY=ON -DWITH_AVX=OFF -DCUDNN_ROOT=/usr/
+ln -s /usr/lib/x86_64-linux-gnu/libcudnn.so /usr/lib/libcudnn.so
+cmake .. -DWITH_GPU=ON -DWITH_SWIG_PY=ON -DWITH_AVX=OFF -DCUDNN_ROOT=/usr/ -DWITH_SWIG_PY=ON -DWITH_STYLE_CHECK=OFF -DCMAKE_EXPORT_COMPILE_COMMANDS=ON
 make -j `nproc`
 cpack -D CPACK_GENERATOR='DEB' ..
 mv *.deb ~/dist/gpu-noavx
diff --git a/paddle/scripts/docker/buildall.sh b/paddle/scripts/docker/buildall.sh
index c10720ab62dfd79d0097a2d3a34e94a81cd9aa12..9c1a985754081eef43af5f96d88b74393c261bd1 100644
--- a/paddle/scripts/docker/buildall.sh
+++ b/paddle/scripts/docker/buildall.sh
@@ -1,32 +1,31 @@
 #!/bin/bash
 
-BINARIES_DIR=paddle/scripts/docker/buildimage/binaries
 BUILD_DIR=$PWD/build
+DEB_DIST_DIR=$PWD/dist
+VERSION=latest
 
 function build_in_docker() {
   if [ ! -d $BUILD_DIR ]; then
     mkdir -p $BUILD_DIR
   fi
+  if [ ! -d $DEB_DIST_DIR ]; then
+    mkdir -p $DEB_DIST_DIR
+  fi
   docker build . -t paddle-build-env -f paddle/scripts/docker/paddle-dev/Dockerfile
   # FIXME: need to wait a signal not sleeping
-  BUILDER=$(docker run -d -v ${PWD}:/paddle  paddle-build-env sleep 3600)
-  # TODO(typhoonzero):
-  docker exec $BUILDER /bin/bash -c "export BUILD_AND_INSTALL=ON && /paddle/paddle/scripts/docker/build.sh"
-  mkdir -p $BINARIES_DIR
-  # docker cp $BUILDER:/usr/local/opt/paddle/bin/paddle_pserver_main $BINARIES_DIR
-  # docker cp $BUILDER:/usr/local/opt/paddle/bin/paddle_trainer $BINARIES_DIR
-  # docker cp $BUILDER:/usr/local/opt/paddle/bin/paddle_merge_model $BINARIES_DIR
-  # docker cp $BUILDER:/usr/local/bin/paddle $BINARIES_DIR
-  # docker cp $BUILDER:/usr/local/opt/paddle/bin/paddle_usage $BINARIES_DIR
-  #
-  # docker cp $BUILDER:/usr/local/opt/paddle/share/wheels $BINARIES_DIR
+  BUILDER=$(docker run -d -v ${PWD}:/root/paddle -v ${DEB_DIST_DIR}:/root/dist paddle-build-env sleep 3600)
+  # NOTICE: build deb files for real paddle image
+  docker exec $BUILDER /bin/bash -c "/root/paddle/paddle/scripts/deb/build_scripts/build.sh"
 
   docker stop $BUILDER && docker rm $BUILDER
 }
 
 function build_paddle_core() {
-  docker build . -t paddle-core -f paddle/scripts/docker/paddle-core/Dockerfile
+  docker build . -t paddle-core:$VERSION -f paddle/scripts/docker/paddle-core/Dockerfile
+  docker build . -t paddle-core:gpu-$VERSION -f paddle/scripts/docker/paddle-core/Dockerfile.gpu
+  docker build . -t paddle-core:cpu-noavx-$VERSION -f paddle/scripts/docker/paddle-core/Dockerfile.noavx
+  docker build . -t paddle-core:gpu-noavx-$VERSION -f paddle/scripts/docker/paddle-core/Dockerfile.gpunoavx
 }
 
 build_in_docker
-#build_paddle_core
+build_paddle_core
diff --git a/paddle/scripts/docker/paddle-core/Dockerfile b/paddle/scripts/docker/paddle-core/Dockerfile
index 628f581776182176c312dc737e4588a54706024c..eade296a40121e30ee6dbab87ae6884d0eca99da 100644
--- a/paddle/scripts/docker/paddle-core/Dockerfile
+++ b/paddle/scripts/docker/paddle-core/Dockerfile
@@ -23,20 +23,10 @@ RUN sed 's@http:\/\/archive.ubuntu.com\/ubuntu\/@mirror:\/\/mirrors.ubuntu.com\/
     pip install --upgrade pip && \
     pip install -U 'protobuf==3.1.0'
 RUN pip install numpy
+# Use different deb file when building different type of images
+ADD dist/cpu/*.deb /usr/local/opt/paddle/deb/cpu/
+RUN dpkg --force-all -i /usr/local/opt/paddle/deb/cpu/*.deb && rm -f /usr/local/opt/paddle/deb/cpu/*.deb
 
-ADD build/paddle/trainer/paddle_trainer \
-    build/paddle/pserver/paddle_pserver_main \
-    build/paddle/trainer/paddle_merge_model \
-    /usr/local/opt/paddle/bin/
-ADD build/paddle/scripts/usage.sh /usr/local/opt/paddle/bin/paddle_usage
-ADD paddle/scripts/submit_local.sh.in /usr/bin/paddle
-
-ADD paddle/dist/py_paddle*linux*.whl build/python/dist/paddle*.whl \
- /usr/local/opt/paddle/share/wheels/
-RUN pip install /usr/local/opt/paddle/share/wheels/py_paddle*linux*.whl && \
-    pip install /usr/local/opt/paddle/share/wheels/paddle*.whl && \
-    rm /usr/local/opt/paddle/share/wheels/py_paddle*linux*.whl && \
-    rm /usr/local/opt/paddle/share/wheels/paddle*.whl
 ENV PATH="/usr/local/opt/paddle/bin/:${PATH}"
 # default command shows the paddle version and exit
 CMD ["paddle", "version"]
diff --git a/paddle/scripts/docker/paddle-core/Dockerfile.gpu b/paddle/scripts/docker/paddle-core/Dockerfile.gpu
new file mode 100644
index 0000000000000000000000000000000000000000..89386b0379ac16db7d5bed43befe641e3ee4e8d3
--- /dev/null
+++ b/paddle/scripts/docker/paddle-core/Dockerfile.gpu
@@ -0,0 +1,32 @@
+FROM nvidia/cuda:7.5-cudnn5-runtime-ubuntu14.04
+MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
+
+# ENV variables
+ARG WITH_AVX
+ARG WITH_DOC
+ARG WITH_STYLE_CHECK
+
+ENV WITH_GPU=OFF
+ENV WITH_AVX=${WITH_AVX:-ON}
+ENV WITH_DOC=${WITH_DOC:-OFF}
+ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
+
+ENV HOME /root
+ENV LANG en_US.UTF-8
+
+# Use Fix locales to en_US.UTF-8
+
+RUN sed 's@http:\/\/archive.ubuntu.com\/ubuntu\/@mirror:\/\/mirrors.ubuntu.com\/mirrors.txt@' -i /etc/apt/sources.list && \
+    apt-get update && \
+    apt-get install -y python python-pip libgfortran3 && \
+    apt-get clean -y && \
+    pip install --upgrade pip && \
+    pip install -U 'protobuf==3.1.0'
+RUN pip install numpy
+# Use different deb file when building different type of images
+ADD dist/gpu/*.deb /usr/local/opt/paddle/deb/gpu/
+RUN dpkg --force-all -i /usr/local/opt/paddle/deb/gpu/*.deb && rm -f /usr/local/opt/paddle/deb/gpu/*.deb
+
+ENV PATH="/usr/local/opt/paddle/bin/:${PATH}"
+# default command shows the paddle version and exit
+CMD ["paddle", "version"]
diff --git a/paddle/scripts/docker/paddle-core/Dockerfile.gpunoavx b/paddle/scripts/docker/paddle-core/Dockerfile.gpunoavx
new file mode 100644
index 0000000000000000000000000000000000000000..beaeb5c51e0449d7644bf43a6ef13315ad2f374a
--- /dev/null
+++ b/paddle/scripts/docker/paddle-core/Dockerfile.gpunoavx
@@ -0,0 +1,33 @@
+FROM python:2.7.13-slim
+MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
+
+# ENV variables
+ARG WITH_AVX
+ARG WITH_DOC
+ARG WITH_STYLE_CHECK
+
+ENV WITH_GPU=OFF
+ENV WITH_AVX=${WITH_AVX:-ON}
+ENV WITH_DOC=${WITH_DOC:-OFF}
+ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
+
+ENV HOME /root
+ENV LANG en_US.UTF-8
+
+# Use Fix locales to en_US.UTF-8
+
+RUN sed 's@http:\/\/archive.ubuntu.com\/ubuntu\/@mirror:\/\/mirrors.ubuntu.com\/mirrors.txt@' -i /etc/apt/sources.list && \
+    apt-get update && \
+    apt-get install -y libgfortran3 && \
+    apt-get clean -y && \
+    pip install --upgrade pip && \
+    pip install -U 'protobuf==3.1.0'
+RUN pip install numpy
+# Use different deb file when building different type of images
+ADD dist/gpu-noavx/*.deb /usr/local/opt/paddle/deb/gpu-noavx/
+RUN dpkg --force-all -i /usr/local/opt/paddle/deb/gpu-noavx/*.deb && rm -f /usr/local/opt/paddle/deb/gpu-noavx/*.deb
+
+
+ENV PATH="/usr/local/opt/paddle/bin/:${PATH}"
+# default command shows the paddle version and exit
+CMD ["paddle", "version"]
diff --git a/paddle/scripts/docker/paddle-core/Dockerfile.noavx b/paddle/scripts/docker/paddle-core/Dockerfile.noavx
new file mode 100644
index 0000000000000000000000000000000000000000..853dd7703acdec2346e07195939fadf1a2095f29
--- /dev/null
+++ b/paddle/scripts/docker/paddle-core/Dockerfile.noavx
@@ -0,0 +1,32 @@
+FROM nvidia/cuda:7.5-cudnn5-runtime-ubuntu14.04
+MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
+
+# ENV variables
+ARG WITH_AVX
+ARG WITH_DOC
+ARG WITH_STYLE_CHECK
+
+ENV WITH_GPU=OFF
+ENV WITH_AVX=${WITH_AVX:-ON}
+ENV WITH_DOC=${WITH_DOC:-OFF}
+ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
+
+ENV HOME /root
+ENV LANG en_US.UTF-8
+
+# Use Fix locales to en_US.UTF-8
+
+RUN sed 's@http:\/\/archive.ubuntu.com\/ubuntu\/@mirror:\/\/mirrors.ubuntu.com\/mirrors.txt@' -i /etc/apt/sources.list && \
+    apt-get update && \
+    apt-get install -y python python-pip libgfortran3 && \
+    apt-get clean -y && \
+    pip install --upgrade pip && \
+    pip install -U 'protobuf==3.1.0'
+RUN pip install numpy
+# Use different deb file when building different type of images
+ADD dist/cpu-noavx/*.deb /usr/local/opt/paddle/deb/cpu-noavx/
+RUN dpkg --force-all -i /usr/local/opt/paddle/deb/cpu-noavx/*.deb && rm -f /usr/local/opt/paddle/deb/cpu-noavx/*.deb
+
+ENV PATH="/usr/local/opt/paddle/bin/:${PATH}"
+# default command shows the paddle version and exit
+CMD ["paddle", "version"]
diff --git a/paddle/scripts/docker/paddle-dev/Dockerfile b/paddle/scripts/docker/paddle-dev/Dockerfile
index 1aee44e21be9f7785c25bcb31edea3b818d83d43..11465a4ed817225d617a8e033fdc55304c4b6261 100644
--- a/paddle/scripts/docker/paddle-dev/Dockerfile
+++ b/paddle/scripts/docker/paddle-dev/Dockerfile
@@ -1,5 +1,6 @@
 # A image for building paddle binaries
-FROM ubuntu:14.04
+# Use cuda devel base image for both cpu and gpu environment
+FROM nvidia/cuda:7.5-cudnn5-devel-ubuntu14.04
 MAINTAINER PaddlePaddle Authors <paddle-dev@baidu.com>
 
 ARG DEBIAN_FRONTEND=noninteractive
@@ -22,8 +23,7 @@ ENV WITH_STYLE_CHECK=${WITH_STYLE_CHECK:-OFF}
 
 ENV HOME /root
 
-RUN sed 's@http:\/\/archive.ubuntu.com\/ubuntu\/@mirror:\/\/mirrors.ubuntu.com\/mirrors.txt@' -i /etc/apt/sources.list && \
-    apt-get update && \
+RUN apt-get update && \
     apt-get install -y git python-pip python-dev openssh-server bison && \
     apt-get install -y wget unzip tar xz-utils bzip2 gzip coreutils && \
     apt-get install -y curl sed grep graphviz libjpeg-dev zlib1g-dev && \
@@ -48,5 +48,6 @@ 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 && \
     cd .. && rm -rf cmake-3.4.1
 
+RUN apt-get install -y swig
 # FIXME: wait a long time is OK
 CMD ["sleep", "3600"]