diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..d5ad6292e075fe5479245908322774fc4a82c8dd
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,22 @@
+#   Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+
+# A dev image based on paddle production image
+
+FROM paddlepaddle/paddle:latest-gpu
+
+RUN apt-get install -y cmake
+RUN pip install gym
+RUN pip install details
diff --git a/scripts/build.sh b/scripts/build.sh
index 6b6cc2609e214d067f1a31da4444e8f69ffa3071..4ad433e40e51e352f38954a345ed8b6ebc19a1b0 100755
--- a/scripts/build.sh
+++ b/scripts/build.sh
@@ -56,7 +56,6 @@ function check_style() {
 }
 
 function run_test() {
-    apt-get install -y cmake
     mkdir -p ${REPO_ROOT}/build
     cd ${REPO_ROOT}/build
     cmake ..