diff --git a/docker/deploy/cpu/centos7/Dockerfile b/docker/deploy/cpu/centos7/Dockerfile
index 4e9b88f7a4ab9fd5a4b2ad8f2a46573e8165a5a4..f7b752240dc0a558605e2113ae840e5b7f0fef94 100644
--- a/docker/deploy/cpu/centos7/Dockerfile
+++ b/docker/deploy/cpu/centos7/Dockerfile
@@ -16,13 +16,10 @@ RUN yum install -y epel-release && \
     rm -rf /var/cache/yum/*
 
 COPY ./milvus /var/lib/milvus
-COPY ./docker-entrypoint.sh /var/lib/milvus
 ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/var/lib/milvus/lib"
 
 WORKDIR /var/lib/milvus
 
-ENTRYPOINT [ "/var/lib/milvus/docker-entrypoint.sh" ]
-
-CMD [ "start" ]
+CMD [ "/var/lib/milvus/bin/milvus_server", "-c", "/var/lib/milvus/conf/server_config.yaml" ]
 
 EXPOSE 19530
diff --git a/docker/deploy/cpu/centos7/docker-entrypoint.sh b/docker/deploy/cpu/centos7/docker-entrypoint.sh
deleted file mode 100755
index 830b394eb703659b7f15d485872b3d4d4e5ffce4..0000000000000000000000000000000000000000
--- a/docker/deploy/cpu/centos7/docker-entrypoint.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -e
-
-if [ "$1" == 'start' ]; then
-    cd /var/lib/milvus/scripts && ./start_server.sh
-fi
-
-exec "$@"
diff --git a/docker/deploy/cpu/ubuntu16.04/Dockerfile b/docker/deploy/cpu/ubuntu16.04/Dockerfile
index e1ba90e8182727da6f634093e5193b3b9afcecc5..453a5671b7f4d36ca7734c3e15fa5289833bb714 100644
--- a/docker/deploy/cpu/ubuntu16.04/Dockerfile
+++ b/docker/deploy/cpu/ubuntu16.04/Dockerfile
@@ -19,13 +19,10 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
 
 COPY ./milvus /var/lib/milvus
-COPY ./docker-entrypoint.sh /var/lib/milvus
 ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/var/lib/milvus/lib"
 
 WORKDIR /var/lib/milvus
 
-ENTRYPOINT [ "/var/lib/milvus/docker-entrypoint.sh" ]
-
-CMD [ "start" ]
+CMD [ "/var/lib/milvus/bin/milvus_server", "-c", "/var/lib/milvus/conf/server_config.yaml" ]
 
 EXPOSE 19530
diff --git a/docker/deploy/cpu/ubuntu16.04/docker-entrypoint.sh b/docker/deploy/cpu/ubuntu16.04/docker-entrypoint.sh
deleted file mode 100755
index 830b394eb703659b7f15d485872b3d4d4e5ffce4..0000000000000000000000000000000000000000
--- a/docker/deploy/cpu/ubuntu16.04/docker-entrypoint.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -e
-
-if [ "$1" == 'start' ]; then
-    cd /var/lib/milvus/scripts && ./start_server.sh
-fi
-
-exec "$@"
diff --git a/docker/deploy/cpu/ubuntu18.04/Dockerfile b/docker/deploy/cpu/ubuntu18.04/Dockerfile
index f520dfab70cf4c0b1bea75ece1930fcf4547a9d6..5c6f22eff20f63ac47ec02db1ac60767e1c1f4fe 100644
--- a/docker/deploy/cpu/ubuntu18.04/Dockerfile
+++ b/docker/deploy/cpu/ubuntu18.04/Dockerfile
@@ -19,14 +19,11 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
 
 COPY ./milvus /var/lib/milvus
-COPY ./docker-entrypoint.sh /var/lib/milvus
 ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/var/lib/milvus/lib"
 
 WORKDIR /var/lib/milvus
 
-ENTRYPOINT [ "/var/lib/milvus/docker-entrypoint.sh" ]
-
-CMD [ "start" ]
+CMD [ "/var/lib/milvus/bin/milvus_server", "-c", "/var/lib/milvus/conf/server_config.yaml" ]
 
 EXPOSE 19530
 
diff --git a/docker/deploy/cpu/ubuntu18.04/docker-entrypoint.sh b/docker/deploy/cpu/ubuntu18.04/docker-entrypoint.sh
deleted file mode 100755
index 830b394eb703659b7f15d485872b3d4d4e5ffce4..0000000000000000000000000000000000000000
--- a/docker/deploy/cpu/ubuntu18.04/docker-entrypoint.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -e
-
-if [ "$1" == 'start' ]; then
-    cd /var/lib/milvus/scripts && ./start_server.sh
-fi
-
-exec "$@"
diff --git a/docker/deploy/gpu/centos7/Dockerfile b/docker/deploy/gpu/centos7/Dockerfile
index 198c2439490c958197dbccb325ce35e481e9670d..2bf35f843e460960563eb67b0f658af211ca0bf9 100644
--- a/docker/deploy/gpu/centos7/Dockerfile
+++ b/docker/deploy/gpu/centos7/Dockerfile
@@ -18,13 +18,10 @@ RUN yum --disablerepo=cuda install -y epel-release && \
     rm -rf /var/cache/yum/*
 
 COPY ./milvus /var/lib/milvus
-COPY ./docker-entrypoint.sh /var/lib/milvus
 ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/var/lib/milvus/lib"
 
 WORKDIR /var/lib/milvus
 
-ENTRYPOINT [ "/var/lib/milvus/docker-entrypoint.sh" ]
-
-CMD [ "start" ]
+CMD [ "/var/lib/milvus/bin/milvus_server", "-c", "/var/lib/milvus/conf/server_config.yaml" ]
 
 EXPOSE 19530
diff --git a/docker/deploy/gpu/centos7/docker-entrypoint.sh b/docker/deploy/gpu/centos7/docker-entrypoint.sh
deleted file mode 100755
index 830b394eb703659b7f15d485872b3d4d4e5ffce4..0000000000000000000000000000000000000000
--- a/docker/deploy/gpu/centos7/docker-entrypoint.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -e
-
-if [ "$1" == 'start' ]; then
-    cd /var/lib/milvus/scripts && ./start_server.sh
-fi
-
-exec "$@"
diff --git a/docker/deploy/gpu/ubuntu16.04/Dockerfile b/docker/deploy/gpu/ubuntu16.04/Dockerfile
index dfbad8a97f0c769dff487aeffaab0d21c5d2fb5c..1249fd9769b7869586530538cc833ad06eac8ed5 100644
--- a/docker/deploy/gpu/ubuntu16.04/Dockerfile
+++ b/docker/deploy/gpu/ubuntu16.04/Dockerfile
@@ -23,14 +23,11 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
 
 COPY ./milvus /var/lib/milvus
-COPY ./docker-entrypoint.sh /var/lib/milvus
 ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/var/lib/milvus/lib"
 
 WORKDIR /var/lib/milvus
 
-ENTRYPOINT [ "/var/lib/milvus/docker-entrypoint.sh" ]
-
-CMD [ "start" ]
+CMD [ "/var/lib/milvus/bin/milvus_server", "-c", "/var/lib/milvus/conf/server_config.yaml" ]
 
 EXPOSE 19530
 
diff --git a/docker/deploy/gpu/ubuntu16.04/docker-entrypoint.sh b/docker/deploy/gpu/ubuntu16.04/docker-entrypoint.sh
deleted file mode 100755
index 830b394eb703659b7f15d485872b3d4d4e5ffce4..0000000000000000000000000000000000000000
--- a/docker/deploy/gpu/ubuntu16.04/docker-entrypoint.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -e
-
-if [ "$1" == 'start' ]; then
-    cd /var/lib/milvus/scripts && ./start_server.sh
-fi
-
-exec "$@"
diff --git a/docker/deploy/gpu/ubuntu18.04/Dockerfile b/docker/deploy/gpu/ubuntu18.04/Dockerfile
index fa4eba650704e43f5e46b2a42a321f0a9b82f7f6..62b191abbd6115abed4c86fba7b727cab1e74f28 100644
--- a/docker/deploy/gpu/ubuntu18.04/Dockerfile
+++ b/docker/deploy/gpu/ubuntu18.04/Dockerfile
@@ -23,14 +23,11 @@ RUN apt-get update && apt-get install -y --no-install-recommends \
 RUN ln -s /usr/lib/x86_64-linux-gnu/libmysqlclient.so /usr/lib/x86_64-linux-gnu/libmysqlclient_r.so
 
 COPY ./milvus /var/lib/milvus
-COPY ./docker-entrypoint.sh /var/lib/milvus
 ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/var/lib/milvus/lib"
 
 WORKDIR /var/lib/milvus
 
-ENTRYPOINT [ "/var/lib/milvus/docker-entrypoint.sh" ]
-
-CMD [ "start" ]
+CMD [ "/var/lib/milvus/bin/milvus_server", "-c", "/var/lib/milvus/conf/server_config.yaml" ]
 
 EXPOSE 19530
 
diff --git a/docker/deploy/gpu/ubuntu18.04/docker-entrypoint.sh b/docker/deploy/gpu/ubuntu18.04/docker-entrypoint.sh
deleted file mode 100755
index 830b394eb703659b7f15d485872b3d4d4e5ffce4..0000000000000000000000000000000000000000
--- a/docker/deploy/gpu/ubuntu18.04/docker-entrypoint.sh
+++ /dev/null
@@ -1,9 +0,0 @@
-#!/bin/bash
-
-set -e
-
-if [ "$1" == 'start' ]; then
-    cd /var/lib/milvus/scripts && ./start_server.sh
-fi
-
-exec "$@"