diff --git a/.gitignore b/.gitignore
index 6aae076a49012b032b8fc0f1dc02c2714fb7b4a3..3b407e631019f850c299e39c7c80f14fc329ac1a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,7 @@
 *.DS_Store
-build/
+build/paddle/math
+build/paddle/utils
+build/paddle/gserver
 *.user
 
 .vscode
diff --git a/paddle/scripts/docker/buildall.sh b/paddle/scripts/docker/buildall.sh
index 2d7de809652142027ce918a7b72cada9f1229e63..c10720ab62dfd79d0097a2d3a34e94a81cd9aa12 100644
--- a/paddle/scripts/docker/buildall.sh
+++ b/paddle/scripts/docker/buildall.sh
@@ -1,27 +1,32 @@
 #!/bin/bash
 
 BINARIES_DIR=paddle/scripts/docker/buildimage/binaries
+BUILD_DIR=$PWD/build
 
 function build_in_docker() {
-  docker build . -t paddle-build-env -f paddle/scripts/docker/buildimage/Dockerfile.build
-  BUILDER=$(docker run -d paddle-build-env)
+  if [ ! -d $BUILD_DIR ]; then
+    mkdir -p $BUILD_DIR
+  fi
+  docker build . -t paddle-build-env -f paddle/scripts/docker/paddle-dev/Dockerfile
+  # FIXME: need to wait a signal not sleeping
+  BUILDER=$(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
+  # 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
 
   docker stop $BUILDER && docker rm $BUILDER
 }
 
 function build_paddle_core() {
   docker build . -t paddle-core -f paddle/scripts/docker/paddle-core/Dockerfile
-
 }
 
 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 708e4fe8013fd56ddad062ce4c12c9247e481223..628f581776182176c312dc737e4588a54706024c 100644
--- a/paddle/scripts/docker/paddle-core/Dockerfile
+++ b/paddle/scripts/docker/paddle-core/Dockerfile
@@ -24,10 +24,14 @@ RUN sed 's@http:\/\/archive.ubuntu.com\/ubuntu\/@mirror:\/\/mirrors.ubuntu.com\/
     pip install -U 'protobuf==3.1.0'
 RUN pip install numpy
 
-ADD paddle/scripts/docker/buildimage/binaries/paddle paddle/scripts/docker/buildimage/binaries/paddle_trainer \
-paddle/scripts/docker/buildimage/binaries/paddle_pserver_main paddle/scripts/docker/buildimage/binaries/paddle_merge_model \
-paddle/scripts/docker/buildimage/binaries/paddle_usage  /usr/local/opt/paddle/bin/
-ADD paddle/scripts/docker/buildimage/binaries/wheels/py_paddle*linux*.whl paddle/scripts/docker/buildimage/binaries/wheels/paddle*.whl \
+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 && \
diff --git a/paddle/scripts/docker/buildimage/Dockerfile.build b/paddle/scripts/docker/paddle-dev/Dockerfile
similarity index 90%
rename from paddle/scripts/docker/buildimage/Dockerfile.build
rename to paddle/scripts/docker/paddle-dev/Dockerfile
index 03e6ac792f225f607158150632378c9e4475ae1c..1aee44e21be9f7785c25bcb31edea3b818d83d43 100644
--- a/paddle/scripts/docker/buildimage/Dockerfile.build
+++ b/paddle/scripts/docker/paddle-dev/Dockerfile
@@ -48,12 +48,5 @@ 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
 
-COPY . /paddle/
-RUN cd /paddle/ && git submodule update --init --recursive
-RUN /paddle/paddle/scripts/docker/build.sh
-
-VOLUME ["/usr/share/nginx/html/data", "/usr/share/nginx/html/paddle"]
-
-
 # FIXME: wait a long time is OK
 CMD ["sleep", "3600"]