diff --git a/plugins/mindspore-deepseek/config.yaml b/plugins/mindspore-deepseek/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0caaa249fb1c31c0f050837a2a86bca574665473
--- /dev/null
+++ b/plugins/mindspore-deepseek/config.yaml
@@ -0,0 +1,46 @@
+all:
+  children:
+    masters:
+      hosts:
+        master1:
+          ansible_host: 192.168.1.101
+          ansible_port: 22
+          ansible_user: root
+          ansible_password: ""
+
+    workers:
+      hosts:
+        worker1:
+          ansible_host: 192.168.1.201
+          ansible_port: 22
+          ansible_user: root
+          ansible_password: ""
+        worker2:
+          ansible_host: 192.168.1.202
+          ansible_port: 22
+          ansible_user: root
+          ansible_password: ""
+        worker3:
+          ansible_host: 192.168.1.203
+          ansible_port: 22
+          ansible_user: root
+          ansible_password: ""
+
+  vars:
+    # 容器镜像
+    image_name: hub.oepkgs.net/oedeploy/openeuler/aarch64/mindspore
+    image_tag: v1.0
+    # 推理服务所在容器的名称
+    container_name: openeuler_ds
+    # 模型路径
+    model_path: /workspace/deepseekv3
+    # 模型权重路径
+    model_weight_path: "/path/to/weight"
+    # ray 开放的端口
+    ray_port: 6379
+    # 节点个数
+    node_num: 2
+    # 拉起服务前是否停止其他容器
+    is_stop_other_container: 1
+    # 推理服务端口
+    llm_port: 8000
diff --git a/plugins/mindspore-deepseek/main.yaml b/plugins/mindspore-deepseek/main.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..dac8b1de207383bfb22d60e98f0e515dc02f4633
--- /dev/null
+++ b/plugins/mindspore-deepseek/main.yaml
@@ -0,0 +1,9 @@
+name: mindspore-deepseek
+description: auto deploy DeepSeek with mindspore
+action:
+  install:
+    description: auto deployment
+    tasks:
+      - name: install
+        playbook: install.yml
+        scope: all
diff --git a/plugins/mindspore-deepseek/workspace/install.yml b/plugins/mindspore-deepseek/workspace/install.yml
new file mode 100644
index 0000000000000000000000000000000000000000..37410b984bb05f01837f725d6aadf77f073bc473
--- /dev/null
+++ b/plugins/mindspore-deepseek/workspace/install.yml
@@ -0,0 +1,23 @@
+- hosts:
+    - masters
+    - workers
+  roles:
+    - prepare
+  any_errors_fatal: true
+
+- hosts:
+    - masters
+  roles:
+    - start/ray-master
+  any_errors_fatal: true
+
+- hosts:
+    - workers
+  roles:
+    - start/ray-worker
+  any_errors_fatal: true
+
+- hosts:
+    - masters
+  roles:
+    - start/deepseek
diff --git a/plugins/mindspore-deepseek/workspace/roles/prepare/tasks/main.yml b/plugins/mindspore-deepseek/workspace/roles/prepare/tasks/main.yml
new file mode 100644
index 0000000000000000000000000000000000000000..f31adb33a6e9b84e93e463fbe38a653c1c4eabcb
--- /dev/null
+++ b/plugins/mindspore-deepseek/workspace/roles/prepare/tasks/main.yml
@@ -0,0 +1,34 @@
+- name: Set hostname
+  hostname:
+    name: "{{ inventory_hostname }}"
+
+- name: Set dir_path as a fact
+  set_fact:
+    dir_path: "/home/mindspore-deepseek"
+
+- name: Create directory
+  file:
+    path: "{{ dir_path }}"
+    state: directory
+    mode: '0644'
+
+- name: Copy prepare.sh to hosts
+  copy:
+    src: prepare.sh
+    dest: "{{ dir_path }}"
+    mode: '0755'
+
+- name: Copy lib to hosts
+  copy:
+    src: lib
+    dest: "{{ dir_path }}"
+    mode: '0644'
+
+- name: Copy config.cfg to hosts
+  template:
+    src: config.cfg.j2
+    dest: "{{ dir_path }}/lib/config.cfg"
+    mode: '0644'
+
+- name: Execute prepare.sh
+  shell: sh {{ dir_path }}/prepare.sh
diff --git a/plugins/mindspore-deepseek/workspace/roles/prepare/templates/config.cfg.j2 b/plugins/mindspore-deepseek/workspace/roles/prepare/templates/config.cfg.j2
new file mode 100644
index 0000000000000000000000000000000000000000..eba3ed8f70126cadf9542555e5b22b0418b6858c
--- /dev/null
+++ b/plugins/mindspore-deepseek/workspace/roles/prepare/templates/config.cfg.j2
@@ -0,0 +1,17 @@
+#[容器镜像]
+IMAGE_NAME={{ image_name }}
+IMAGE_TAG={{ image_tag }}
+#[推理服务所在容器的名称]
+CONTAINER_NAME={{ container_name }}
+#[模型路径]
+MODEL_PATH={{ model_path }}
+#[模型权重路径]
+MODEL_WEIGHT_PATH={{ model_weight_path }}
+#[ray开放的端口]
+RAY_PORT={{ ray_port }}
+#[节点个数]
+NODE_NUM={{ node_num }}
+#[拉起服务前是否停止其他容器]
+IS_STOP_OTHER_CONTAINER={{ is_stop_other_container }}
+#[推理服务端口]
+LLM_PORT={{ llm_port }}
diff --git a/plugins/mindspore-deepseek/workspace/roles/start/deepseek/tasks/main.yml b/plugins/mindspore-deepseek/workspace/roles/start/deepseek/tasks/main.yml
new file mode 100644
index 0000000000000000000000000000000000000000..3a15f78c28b7bf9468e58044995bea3641db501d
--- /dev/null
+++ b/plugins/mindspore-deepseek/workspace/roles/start/deepseek/tasks/main.yml
@@ -0,0 +1,2 @@
+- name: Start DeepSeek on master
+  shell: docker exec -itd {{ container_name }} /workspace/lib/start_ds.sh
diff --git a/plugins/mindspore-deepseek/workspace/roles/start/ray-master/tasks/main.yml b/plugins/mindspore-deepseek/workspace/roles/start/ray-master/tasks/main.yml
new file mode 100644
index 0000000000000000000000000000000000000000..3f967862d9afb17d12c094468ed18879e1c4412c
--- /dev/null
+++ b/plugins/mindspore-deepseek/workspace/roles/start/ray-master/tasks/main.yml
@@ -0,0 +1,2 @@
+- name: Start Ray on master
+  shell: docker exec -itd {{ container_name }} /workspace/lib/ray_start.sh
diff --git a/plugins/mindspore-deepseek/workspace/roles/start/ray-worker/tasks/main.yml b/plugins/mindspore-deepseek/workspace/roles/start/ray-worker/tasks/main.yml
new file mode 100644
index 0000000000000000000000000000000000000000..de1cd78e34e58e9bffee6293b37dd88dd1063003
--- /dev/null
+++ b/plugins/mindspore-deepseek/workspace/roles/start/ray-worker/tasks/main.yml
@@ -0,0 +1,2 @@
+- name: Start Ray on worker
+  shell: docker exec -itd {{ container_name }} /workspace/lib/ray_start.sh {{ hostvars[groups['masters'][0]].ansible_host }}