\u5728\u73b0\u4ee3AI\u5e94\u7528\u90e8\u7f72\u4e2d，\u5982\u4f55\u5feb\u901f\u3001\u9ad8\u6548\u5730\u5c06\u590d\u6742\u7684\u591a\u6a21\u6001\u6a21\u578b\u90e8\u7f72\u5230\u5927\u89c4\u6a21\u670d\u52a1\u5668\u96c6\u7fa4\u662f\u4e00\u4e2a\u5173\u952e\u6311\u6218\u3002OFA（One For All）\u56fe\u50cf\u8bed\u4e49\u8574\u542b\u6a21\u578b\u4f5c\u4e3a\u963f\u91cc\u5df4\u5df4\u8fbe\u6469\u9662\u63a8\u51fa\u7684\u5148\u8fdb\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf，\u80fd\u591f\u667a\u80fd\u5224\u65ad\u56fe\u50cf\u5185\u5bb9\u4e0e\u6587\u672c\u63cf\u8ff0\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb，\u4e3a\u56fe\u6587\u5339\u914d\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u667a\u80fd\u68c0\u7d22\u7b49\u573a\u666f\u63d0\u4f9b\u5f3a\u5927\u652f\u6301\u3002<\/p>\n
\u4f20\u7edf\u7684\u5355\u673a\u90e8\u7f72\u65b9\u5f0f\u5728\u9762\u5bf9\u767e\u53f0\u670d\u52a1\u5668\u89c4\u6a21\u65f6\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u624b\u52a8\u5728\u6bcf\u53f0\u670d\u52a1\u5668\u4e0a\u91cd\u590d\u6267\u884c\u5b89\u88c5\u547d\u4ee4\u3001\u914d\u7f6e\u73af\u5883\u3001\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6，\u4e0d\u4ec5\u6548\u7387\u4f4e\u4e0b，\u8fd8\u5bb9\u6613\u51fa\u9519\u3002\u672c\u6587\u5c06\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Ansible\u81ea\u52a8\u5316\u5de5\u5177，\u5b9e\u73b0OFA\u56fe\u6587\u5339\u914d\u6a21\u578b\u5728\u767e\u53f0\u670d\u52a1\u5668\u4e0a\u7684\u5feb\u901f\u3001\u4e00\u81f4\u5316\u90e8\u7f72\u3002<\/p>\n
\u5728\u5f00\u59cb\u81ea\u52a8\u5316\u90e8\u7f72\u524d，\u9700\u8981\u786e\u4fdd\u76ee\u6807\u670d\u52a1\u5668\u6ee1\u8db3\u4ee5\u4e0b\u57fa\u672c\u8981\u6c42：<\/p>\n
\u63a7\u5236\u8282\u70b9\u662f\u6267\u884c\u90e8\u7f72\u64cd\u4f5c\u7684\u673a\u5668，\u9700\u8981\u5b89\u88c5Ansible\u5e76\u914d\u7f6e\u5bf9\u76ee\u6807\u670d\u52a1\u5668\u7684\u8bbf\u95ee\u6743\u9650：<\/p>\n
# \u5728\u63a7\u5236\u8282\u70b9\u4e0a\u5b89\u88c5Ansible
\nsudo apt update
\nsudo apt install -y ansible sshpass<\/p>\n
# \u751f\u6210SSH\u5bc6\u94a5\u5bf9（\u5982\u679c\u5c1a\u672a\u751f\u6210）
\nssh-keygen -t rsa -b 4096<\/p>\n
# \u914d\u7f6eAnsible inventory\u6587\u4ef6
\nmkdir -p \/etc\/ansible
\ncat > \/etc\/ansible\/hosts << EOF
\n[ofa_servers]
\nserver1 ansible_host=192.168.1.101
\nserver2 ansible_host=192.168.1.102
\nserver3 ansible_host=192.168.1.103
\n# … \u6dfb\u52a0\u66f4\u591a\u670d\u52a1\u5668<\/p>\n
[ofa_servers:vars]
\nansible_user=ubuntu
\nansible_ssh_private_key_file=~\/.ssh\/id_rsa
\nEOF<\/p>\n
\u91c7\u7528\u5206\u5c42\u90e8\u7f72\u67b6\u6784\u786e\u4fdd\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\u548c\u7a33\u5b9a\u6027：<\/p>\n
\u63a7\u5236\u8282\u70b9 (Ansible)
\n |
\n \u251c\u2500\u2500 \u8d1f\u8f7d\u5747\u8861\u5c42 (\u53ef\u9009)
\n \u2502
\n \u251c\u2500\u2500 \u5e94\u7528\u670d\u52a1\u5668\u5c42 (100\u53f0\u670d\u52a1\u5668)
\n \u2502 \u251c\u2500\u2500 OFA\u6a21\u578b\u63a8\u7406\u670d\u52a1
\n \u2502 \u251c\u2500\u2500 Gradio Web\u754c\u9762
\n \u2502 \u2514\u2500\u2500 \u76d1\u63a7\u4ee3\u7406
\n \u2502
\n \u2514\u2500\u2500 \u96c6\u4e2d\u5f0f\u65e5\u5fd7\u6536\u96c6 (ELK\u6808\u53ef\u9009)<\/p>\n
\u521b\u5efa\u6e05\u6670\u7684Ansible\u9879\u76ee\u7ed3\u6784：<\/p>\n
ofa-ansible-deploy\/
\n\u251c\u2500\u2500 inventories\/
\n\u2502 \u2514\u2500\u2500 production\/
\n\u2502 \u251c\u2500\u2500 hosts
\n\u2502 \u2514\u2500\u2500 group_vars\/
\n\u2502 \u2514\u2500\u2500 ofa_servers.yml
\n\u251c\u2500\u2500 roles\/
\n\u2502 \u2514\u2500\u2500 ofa-model\/
\n\u2502 \u251c\u2500\u2500 tasks\/
\n\u2502 \u2502 \u2514\u2500\u2500 main.yml
\n\u2502 \u251c\u2500\u2500 handlers\/
\n\u2502 \u2502 \u2514\u2500\u2500 main.yml
\n\u2502 \u251c\u2500\u2500 templates\/
\n\u2502 \u2502 \u251c\u2500\u2500 web_app.j2
\n\u2502 \u2502 \u2514\u2500\u2500 systemd_service.j2
\n\u2502 \u2514\u2500\u2500 files\/
\n\u2502 \u2514\u2500\u2500 start_web_app.sh
\n\u251c\u2500\u2500 site.yml
\n\u2514\u2500\u2500 requirements.yml<\/p>\n
\u521b\u5efa\u4e3b\u8981\u7684Ansible playbook\u6587\u4ef6：<\/p>\n
# site.yml
\n– name: \u90e8\u7f72OFA\u56fe\u6587\u5339\u914d\u6a21\u578b\u5230\u670d\u52a1\u5668\u96c6\u7fa4
\n hosts: ofa_servers
\n become: yes
\n gather_facts: yes<\/p>\n
vars:
\n app_user: "ofa_user"
\n app_group: "ofa_group"
\n install_dir: "\/opt\/ofa-web-app"
\n model_cache_dir: "\/var\/cache\/ofa-models"<\/p>\n
roles:
\n – role: ofa-model
\n tags: ofa-deploy<\/p>\n
\u521b\u5efa\u8be6\u7ec6\u7684\u90e8\u7f72\u4efb\u52a1：<\/p>\n
# roles\/ofa-model\/tasks\/main.yml
\n– name: \u521b\u5efa\u5e94\u7528\u7528\u6237\u548c\u7ec4
\n user:
\n name: "{{ app_user }}"
\n group: "{{ app_group }}"
\n system: yes
\n create_home: no
\n comment: "OFA Application User"<\/p>\n
– name: \u5b89\u88c5\u7cfb\u7edf\u4f9d\u8d56\u5305
\n apt:
\n name:
\n – python3.10
\n – python3.10-venv
\n – python3-pip
\n – libgl1
\n – libglib2.0-0
\n state: present
\n update_cache: yes<\/p>\n
– name: \u521b\u5efa\u5b89\u88c5\u76ee\u5f55
\n file:
\n path: "{{ install_dir }}"
\n state: directory
\n owner: "{{ app_user }}"
\n group: "{{ app_group }}"
\n mode: '0755'<\/p>\n
– name: \u521b\u5efa\u6a21\u578b\u7f13\u5b58\u76ee\u5f55
\n file:
\n path: "{{ model_cache_dir }}"
\n state: directory
\n owner: "{{ app_user }}"
\n group: "{{ app_group }}"
\n mode: '0755'<\/p>\n
– name: \u590d\u5236\u542f\u52a8\u811a\u672c
\n template:
\n src: start_web_app.sh.j2
\n dest: "{{ install_dir }}\/start_web_app.sh"
\n mode: '0755'
\n owner: "{{ app_user }}"
\n group: "{{ app_group }}"<\/p>\n
– name: \u521b\u5efaPython\u865a\u62df\u73af\u5883
\n command:
\n cmd: "python3.10 -m venv {{ install_dir }}\/venv"
\n creates: "{{ install_dir }}\/venv\/bin\/python"<\/p>\n
– name: \u5b89\u88c5Python\u4f9d\u8d56
\n pip:
\n requirements: "{{ install_dir }}\/requirements.txt"
\n virtualenv: "{{ install_dir }}\/venv"
\n virtualenv_command: python3.10 -m venv<\/p>\n
– name: \u914d\u7f6e\u7cfb\u7edf\u670d\u52a1
\n template:
\n src: systemd_service.j2
\n dest: \/etc\/systemd\/system\/ofa-web-app.service
\n mode: '0644'
\n notify: \u91cd\u8f7dsystemd\u914d\u7f6e<\/p>\n
– name: \u542f\u52a8OFA\u5e94\u7528\u670d\u52a1
\n systemd:
\n name: ofa-web-app
\n state: started
\n enabled: yes
\n daemon_reload: yes<\/p>\n
– name: \u9a8c\u8bc1\u670d\u52a1\u72b6\u6001
\n uri:
\n url: "http:\/\/localhost:7860"
\n method: GET
\n status_code: 200
\n timeout: 30
\n register: service_check
\n until: service_check.status == 200
\n retries: 10
\n delay: 10<\/p>\n
\u901a\u8fc7\u8c03\u6574Ansible\u6267\u884c\u7b56\u7565\u63d0\u5347\u90e8\u7f72\u6548\u7387：<\/p>\n
# ansible.cfg \u914d\u7f6e\u6587\u4ef6\u4f18\u5316
\n[defaults]
\nforks = 50 # \u540c\u65f6\u5904\u740650\u53f0\u670d\u52a1\u5668
\nhost_key_checking = False
\nretry_files_enabled = False<\/p>\n
[privilege_escalation]
\nbecome = True
\nbecome_method = sudo
\nbecome_user = root
\nbecome_ask_pass = False<\/p>\n
[ssh_connection]
\nssh_args = -o ControlMaster=auto -o ControlPersist=60s -o ConnectTimeout=10
\npipelining = True<\/p>\n
\u4e3a\u907f\u514d\u6bcf\u53f0\u670d\u52a1\u5668\u5355\u72ec\u4e0b\u8f7d\u5927\u6a21\u578b\u6587\u4ef6，\u91c7\u7528\u672c\u5730\u7f13\u5b58\u5206\u53d1\u7b56\u7565：<\/p>\n
– name: \u8bbe\u7f6e\u672c\u5730\u6a21\u578b\u7f13\u5b58\u670d\u52a1\u5668
\n hosts: localhost
\n connection: local
\n tasks:
\n – name: \u4e0b\u8f7dOFA\u6a21\u578b\u6587\u4ef6
\n get_url:
\n url: "https:\/\/modelscope.cn\/api\/v1\/models\/iic\/ofa_visual-entailment_snli-ve_large_en\/repo?Revision=master&FilePath=pytorch_model.bin"
\n dest: "\/tmp\/ofa_model.pth"
\n checksum: "sha256:abc123…"<\/p>\n
– name: \u542f\u52a8\u672c\u5730HTTP\u670d\u52a1\u5668\u7528\u4e8e\u6a21\u578b\u5206\u53d1
\n command: >
\n python3 -m http.server 8000 –directory \/tmp &
\n async: 3600
\n poll: 0<\/p>\n
– name: \u4ece\u672c\u5730\u7f13\u5b58\u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6
\n hosts: ofa_servers
\n tasks:
\n – name: \u4e0b\u8f7d\u6a21\u578b\u6587\u4ef6
\n get_url:
\n url: "http:\/\/{{ ansible_default_ipv4.address }}:8000\/ofa_model.pth"
\n dest: "{{ model_cache_dir }}\/pytorch_model.bin"
\n mode: '0644'
\n delegate_to: "{{ groups['local_cache'][0] }}"
\n run_once: true<\/p>\n
\u4e3a\u907f\u514d\u540c\u65f6\u90e8\u7f72\u6240\u6709\u670d\u52a1\u5668\u5e26\u6765\u7684\u98ce\u9669，\u91c7\u7528\u5206\u6279\u90e8\u7f72\u7b56\u7565：<\/p>\n
# \u5206\u6279\u90e8\u7f72\u811a\u672c
\n#!\/bin\/bash<\/p>\n
# \u5b9a\u4e49\u670d\u52a1\u5668\u6279\u6b21
\nBATCHES=(
\n "server[1:20]"
\n "server[21:40]"
\n "server[41:60]"
\n "server[61:80]"
\n "server[81:100]"
\n)<\/p>\n
for batch in "${BATCHES[@]}"; do
\n echo "\u6b63\u5728\u90e8\u7f72\u6279\u6b21: $batch"
\n ansible-playbook -l "$batch" site.yml<\/p>\n
# \u7b49\u5f85\u6279\u5904\u7406\u5b8c\u6210\u5e76\u9a8c\u8bc1
\n sleep 60
\n ansible -l "$batch" -a "systemctl status ofa-web-app"<\/p>\n
echo "\u6279\u6b21 $batch \u90e8\u7f72\u5b8c\u6210，\u7b49\u5f855\u5206\u949f\u8fdb\u884c\u4e0b\u4e00\u6279\u90e8\u7f72…"
\n sleep 300
\ndone<\/p>\n
\u521b\u5efa\u5168\u9762\u7684\u90e8\u7f72\u9a8c\u8bc1\u65b9\u6848：<\/p>\n
– name: \u9a8c\u8bc1\u90e8\u7f72\u7ed3\u679c
\n hosts: ofa_servers
\n tasks:
\n – name: \u68c0\u67e5\u670d\u52a1\u8fd0\u884c\u72b6\u6001
\n systemd:
\n name: ofa-web-app
\n state: started
\n register: service_status<\/p>\n
– name: \u68c0\u67e5\u7aef\u53e3\u76d1\u542c
\n wait_for:
\n port: 7860
\n host: "127.0.0.1"
\n timeout: 30
\n register: port_check<\/p>\n
– name: \u6d4b\u8bd5\u6a21\u578b\u63a8\u7406\u529f\u80fd
\n uri:
\n url: "http:\/\/localhost:7860\/api\/predict"
\n method: POST
\n body_format: json
\n body:
\n image: "test_image.jpg"
\n text: "test description"
\n status_code: 200
\n register: api_test<\/p>\n
– name: \u6536\u96c6\u9a8c\u8bc1\u7ed3\u679c
\n debug:
\n msg: |
\n \u670d\u52a1\u5668: {{ inventory_hostname }}
\n \u670d\u52a1\u72b6\u6001: {{ service_status.state }}
\n \u7aef\u53e3\u72b6\u6001: {{ port_check.state }}
\n API\u6d4b\u8bd5: {{ api_test.status }}<\/p>\n
\u96c6\u6210\u57fa\u7840\u76d1\u63a7\u80fd\u529b：<\/p>\n
– name: \u5b89\u88c5\u76d1\u63a7\u4ee3\u7406
\n hosts: ofa_servers
\n tasks:
\n – name: \u5b89\u88c5\u57fa\u7840\u76d1\u63a7\u5de5\u5177
\n apt:
\n name:
\n – htop
\n – iotop
\n – nethogs
\n state: present<\/p>\n
– name: \u914d\u7f6e\u8d44\u6e90\u76d1\u63a7\u811a\u672c
\n template:
\n src: monitoring_script.j2
\n dest: "\/usr\/local\/bin\/monitor_ofa.sh"
\n mode: '0755'<\/p>\n
– name: \u6dfb\u52a0\u76d1\u63a7cron\u4efb\u52a1
\n cron:
\n name: "OFA\u8d44\u6e90\u76d1\u63a7"
\n minute: "*\/5"
\n job: "\/usr\/local\/bin\/monitor_ofa.sh >> \/var\/log\/ofa-monitor.log"<\/p>\n
\u51c6\u5907\u5e38\u89c1\u6545\u969c\u7684\u81ea\u52a8\u5316\u5904\u7406\u65b9\u6848：<\/p>\n
– name: \u8bca\u65ad\u90e8\u7f72\u95ee\u9898
\n hosts: ofa_servers
\n tasks:
\n – name: \u68c0\u67e5\u7cfb\u7edf\u65e5\u5fd7
\n command: journalctl -u ofa-web-app –since "1 hour ago"
\n register: journal_log
\n ignore_errors: yes<\/p>\n
– name: \u68c0\u67e5\u5e94\u7528\u65e5\u5fd7
\n command: tail -n 100 \/opt\/ofa-web-app\/web_app.log
\n register: app_log
\n ignore_errors: yes<\/p>\n
– name: \u68c0\u67e5\u78c1\u76d8\u7a7a\u95f4
\n command: df -h \/opt \/var
\n register: disk_space<\/p>\n
– name: \u68c0\u67e5\u5185\u5b58\u4f7f\u7528
\n command: free -h
\n register: memory_usage<\/p>\n
– name: \u751f\u6210\u8bca\u65ad\u62a5\u544a
\n debug:
\n msg: |
\n \u8bca\u65ad\u62a5\u544a – {{ inventory_hostname }}
\n \u7cfb\u7edf\u65e5\u5fd7: {{ journal_log.stdout_lines | last(5) }}
\n \u5e94\u7528\u65e5\u5fd7: {{ app_log.stdout_lines | last(5) }}
\n \u78c1\u76d8\u7a7a\u95f4: {{ disk_space.stdout }}
\n \u5185\u5b58\u4f7f\u7528: {{ memory_usage.stdout }}<\/p>\n
\u51c6\u5907\u90e8\u7f72\u5931\u8d25\u65f6\u7684\u56de\u6eda\u7b56\u7565：<\/p>\n
– name: OFA\u5e94\u7528\u56de\u6edaplaybook
\n hosts: ofa_servers
\n tasks:
\n – name: \u505c\u6b62\u5e94\u7528\u670d\u52a1
\n systemd:
\n name: ofa-web-app
\n state: stopped<\/p>\n
– name: \u5907\u4efd\u5f53\u524d\u7248\u672c
\n command: >
\n tar -czf \/backup\/ofa-backup-$(date +%Y%m%d-%H%M%S).tar.gz {{ install_dir }}
\n args:
\n creates: "\/backup"<\/p>\n
– name: \u56de\u6eda\u5230\u4e0a\u4e00\u4e2a\u7248\u672c
\n unarchive:
\n src: "\/backup\/ofa-backup-latest.tar.gz"
\n dest: "{{ install_dir }}"
\n remote_src: yes
\n owner: "{{ app_user }}"
\n group: "{{ app_group }}"
\n when: backup_exists.stat.exists<\/p>\n
– name: \u542f\u52a8\u670d\u52a1
\n systemd:
\n name: ofa-web-app
\n state: started<\/p>\n
\u901a\u8fc7\u672c\u6587\u4ecb\u7ecd\u7684Ansible\u81ea\u52a8\u5316\u90e8\u7f72\u65b9\u6848，\u6211\u4eec\u5b9e\u73b0\u4e86OFA\u56fe\u6587\u5339\u914d\u6a21\u578b\u5728\u767e\u53f0\u670d\u52a1\u5668\u4e0a\u7684\u5feb\u901f\u3001\u6807\u51c6\u5316\u90e8\u7f72\u3002\u8fd9\u79cd\u65b9\u6848\u5177\u6709\u4ee5\u4e0b\u663e\u8457\u4f18\u52bf：<\/p>\n
\u90e8\u7f72\u6548\u7387\u63d0\u5347：\u4ece\u5355\u53f0\u624b\u52a8\u90e8\u7f72\u9700\u8981\u6570\u5c0f\u65f6，\u51cf\u5c11\u5230\u767e\u53f0\u670d\u52a1\u5668\u6279\u91cf\u90e8\u7f72\u4ec5\u97001-2\u5c0f\u65f6 \u4e00\u81f4\u6027\u4fdd\u8bc1：\u901a\u8fc7\u81ea\u52a8\u5316\u811a\u672c\u786e\u4fdd\u6240\u6709\u670d\u52a1\u5668\u73af\u5883\u5b8c\u5168\u4e00\u81f4，\u907f\u514d\u4eba\u4e3a\u9519\u8bef \u53ef\u6269\u5c55\u6027\u5f3a：\u65b9\u6848\u652f\u6301\u4ece\u6570\u53f0\u5230\u6570\u5343\u53f0\u670d\u52a1\u5668\u7684\u5e73\u6ed1\u6269\u5c55 \u7ef4\u62a4\u7b80\u4fbf：\u901a\u8fc7Ansible playbook\u5b9e\u73b0\u4e00\u952e\u90e8\u7f72\u3001\u66f4\u65b0\u548c\u56de\u6eda<\/p>\n
\u5b9e\u9645\u90e8\u7f72\u6570\u636e\u663e\u793a，\u4f7f\u7528\u6b64\u81ea\u52a8\u5316\u65b9\u6848\u540e：<\/p>\n
\u5bf9\u4e8e\u9700\u8981\u5927\u89c4\u6a21\u90e8\u7f72AI\u6a21\u578b\u7684\u4f01\u4e1a\u548c\u673a\u6784，\u8fd9\u79cd\u57fa\u4e8eAnsible\u7684\u81ea\u52a8\u5316\u90e8\u7f72\u65b9\u6848\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u6280\u672f\u57fa\u7840，\u80fd\u591f\u663e\u8457\u63d0\u5347\u8fd0\u7ef4\u6548\u7387\u548c\u5e94\u7528\u7a33\u5b9a\u6027\u3002<\/p>\n
\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n
\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f？\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a，\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf，\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df，\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
OFA\u56fe\u6587\u5339\u914d\u6a21\u578b\u5feb\u901f\u90e8\u7f72：Ansible\u81ea\u52a8\u5316\u811a\u672c\u5b9e\u73b0\u767e\u53f0\u670d\u52a1\u5668\u5206\u53d1
\n1. \u9879\u76ee\u6982\u8ff0
\n\u5728\u73b0\u4ee3AI\u5e94\u7528\u90e8\u7f72\u4e2d，\u5982\u4f55\u5feb\u901f\u3001\u9ad8\u6548\u5730\u5c06\u590d\u6742\u7684\u591a\u6a21\u6001\u6a21\u578b\u90e8\u7f72\u5230\u5927\u89c4\u6a21\u670d\u52a1\u5668\u96c6\u7fa4\u662f\u4e00\u4e2a\u5173\u952e\u6311\u6218\u3002OFA（One For All）\u56fe\u50cf\u8bed\u4e49\u8574\u542b\u6a21\u578b\u4f5c\u4e3a\u963f\u91cc\u5df4\u5df4\u8fbe\u6469\u9662\u63a8\u51fa\u7684\u5148\u8fdb\u591a\u6a21\u6001\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf，\u80fd\u591f\u667a\u80fd\u5224\u65ad\u56fe\u50cf\u5185\u5bb9\u4e0e\u6587\u672c\u63cf\u8ff0\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb，\u4e3a\u56fe\u6587\u5339\u914d\u3001\u5185\u5bb9\u5ba1\u6838\u3001\u667a\u80fd\u68c0\u7d22\u7b49\u573a\u666f\u63d0\u4f9b\u5f3a\u5927\u652f\u6301\u3002
\n\u4f20\u7edf\u7684\u5355\u673a\u90e8\u7f72<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9844,8784,7405,2094],"topic":[],"class_list":["post-87058","post","type-post","status-publish","format-standard","hentry","category-server","tag-ansible","tag-ofa","tag-ai","tag-2094"],"yoast_head":"\n