• 物联网架构成长之路(9)-双机热备Keepalived了解


    1. 前言
      负载均衡LB,高可用HA,这一小结主要讲双机热备方案保证高可用。这里选择Keepalived作为双机热备方案,下面就对具体的配置进行了解。
    2. 下载Keepalived
      wget http://www.keepalived.org/software/keepalived-1.4.0.tar.gz
      文档 http://www.keepalived.org/doc
      参考 https://www.cnblogs.com/abclife/p/7909818.html
      https://www.cnblogs.com/kevingrace/p/6138185.html
      系统 Debian 8

    1 ./configure --prefix=/opt/keepalive #这一步,可能要额外安装一些依赖

    1 make
    2 make install
    3 mkdir /etc/keepalived
    4 cp ./etc/keepalived/keepalived.conf /etc/keepalived/keepalived.conf
    5 cp ./sbin/keepalived /usr/sbin/
    6 vim /etc/init.d/keepalived
    7 chmod a+x /etc/init.d/keepalived
    8 service keepalived start

      /etc/init.d/keepalived 加入如下内容

      1 #!/bin/sh 
      2 # 
      3 # keepalived   High Availability monitor built upon LVS and VRRP 
      4 # 
      5 # chkconfig:   - 86 14 
      6 # description: Robust keepalive facility to the Linux Virtual Server project  
      7 #              with multilayer TCP/IP stack checks. 
      8    
      9 ### BEGIN INIT INFO 
     10 # Provides: keepalived 
     11 # Required-Start: $local_fs $network $named $syslog 
     12 # Required-Stop: $local_fs $network $named $syslog 
     13 # Should-Start: smtpdaemon httpd 
     14 # Should-Stop: smtpdaemon httpd 
     15 # Default-Start:  
     16 # Default-Stop: 0 1 2 3 4 5 6 
     17 # Short-Description: High Availability monitor built upon LVS and VRRP 
     18 # Description:       Robust keepalive facility to the Linux Virtual Server 
     19 #                    project with multilayer TCP/IP stack checks. 
     20 ### END INIT INFO 
     21    
     22 # Source function library. 
     23 . /etc/rc.d/init.d/functions 
     24    
     25 exec="/usr/sbin/keepalived" 
     26 prog="keepalived" 
     27 config="/etc/keepalived/keepalived.conf" 
     28    
     29 [ -e /etc/sysconfig/$prog ] && . /etc/sysconfig/$prog 
     30    
     31 lockfile=/var/lock/subsys/keepalived 
     32    
     33 start() { 
     34     [ -x $exec ] || exit 5 
     35     [ -e $config ] || exit 6 
     36     echo -n $"Starting $prog: " 
     37     daemon $exec $KEEPALIVED_OPTIONS 
     38     retval=$? 
     39     echo 
     40     [ $retval -eq 0 ] && touch $lockfile 
     41     return $retval 
     42 } 
     43    
     44 stop() { 
     45     echo -n $"Stopping $prog: " 
     46     killproc $prog 
     47     retval=$? 
     48     echo 
     49     [ $retval -eq 0 ] && rm -f $lockfile 
     50     return $retval 
     51 } 
     52    
     53 restart() { 
     54     stop 
     55     start 
     56 } 
     57    
     58 reload() { 
     59     echo -n $"Reloading $prog: " 
     60     killproc $prog -1 
     61     retval=$? 
     62     echo 
     63     return $retval 
     64 } 
     65    
     66 force_reload() { 
     67     restart 
     68 } 
     69    
     70 rh_status() { 
     71     status $prog 
     72 } 
     73    
     74 rh_status_q() { 
     75     rh_status &>/dev/null 
     76 } 
     77    
     78    
     79 case "$1" in 
     80     start) 
     81         rh_status_q && exit 0 
     82         $1 
     83         ;; 
     84     stop) 
     85         rh_status_q || exit 0 
     86         $1 
     87         ;; 
     88     restart) 
     89         $1 
     90         ;; 
     91     reload) 
     92         rh_status_q || exit 7 
     93         $1 
     94         ;; 
     95     force-reload) 
     96         force_reload 
     97         ;; 
     98     status) 
     99         rh_status 
    100         ;; 
    101     condrestart|try-restart) 
    102         rh_status_q || exit 0 
    103         restart 
    104         ;; 
    105     *) 
    106         echo $"Usage: $0 {start|stop|status|restart|condrestart|try-restart|reload|force-reload}" 
    107         exit 2 
    108 esac 
    109 exit $?

    3. 双机热备(主从模式)
      修改配置文件 keepalived.conf
      vim /etc/keeplived/keeplived.conf

     1 global_defs {
     2     notification_email { #指定Keepalived在发生事情的时候,发送邮件通知,每行一个地址
     3         yyyyy@qq.com
     4   }
     5     notification_email_from yyyyy@qq.com #指定发件人
     6     smtp_server 192.168.8.208 #发送email的smtp地址
     7     smtp_connect_timeout 30 #超时时间
     8     router_id nginx_dev #运行Keepalived的机器标识号,可以相同也可以不同
     9 }
    10 
    11 vrrp_instance nginx_dev {
    12     state MASTER
    13     interface eth1
    14     #mcast_src_ip 172.16.23.203
    15     virtual_router_id 100
    16     priority 200
    17     advert_int 5
    18     authentication {
    19         auth_type PASS
    20         auth_pass 123456
    21     }
    22     virtual_ipaddress {
    23         172.16.23.222
    24     }
    25 }

      然后 service keepalived restart
      然后就可以通过 172.16.23.222 访问当前主机了。如果访问不了的要判断是否所处于同个网络中,即可以通过路由访问到的。这个Keepalived就是通过发广播包这里的通知内网机器实现的。
      同理在另外一台电脑上配置上面信息 把state MASTER 改为 state BACKUP
    4. 双机热备(主主模式)
      主从模式的话,由于一般情况下是不会出现宕机,所以往往会有一台机器浪费,这样是对机器的浪费,所以现在双机热备主主模式是比较推荐的。所谓的主主模式,就是建立两个实例,互为主从而已。
      172.16.23.203 配置如下

     1 global_defs {
     2     notification_email {  #指定Keepalived在发生事情的时候,发送邮件通知,每行一个地址
     3         xxx@aa.com
     4     }
     5     notification_email_from xxx@aa.com   #指定发件人
     6     smtp_server 192.168.8.208   #发送email的smtp地址
     7     smtp_connect_timeout 30     #超时时间
     8     router_id nginx_dev_1       #运行Keepalived的机器标识号,可以相同也可以不同
     9     router_id nginx_dev_2
    10 }
    11 
    12 vrrp_instance nginx_dev_1 {
    13     state MASTER
    14     interface eth1
    15     mcast_src_ip 172.16.23.203
    16     virtual_router_id 100
    17     priority 100
    18     advert_int 5
    19     authentication {
    20         auth_type PASS
    21         auth_pass 123456
    22     }
    23     virtual_ipaddress {
    24         172.16.23.222
    25     }
    26 }
    27 
    28 vrrp_instance nginx_dev_2 {
    29     state BACKUP
    30     interface eth1
    31     mcast_src_ip 172.16.23.203
    32     virtual_router_id 101
    33     priority 200
    34     advert_int 5
    35     authentication {
    36         auth_type PASS
    37         auth_pass 123456
    38     }
    39     virtual_ipaddress {
    40         172.16.23.223
    41     }
    42 }

      172.16.23.204 配置如下

     1 global_defs {
     2     notification_email {  #指定Keepalived在发生事情的时候,发送邮件通知,每行一个地址
     3         xxxx@aa.com
     4     }
     5     notification_email_from xxxx@aa.com   #指定发件人
     6     smtp_server 192.168.8.208   #发送email的smtp地址
     7     smtp_connect_timeout 30     #超时时间
     8     router_id nginx_dev_1         #运行Keepalived的机器标识号,可以相同也可以不同
     9     router_id nginx_dev_2
    10 }
    11 
    12 vrrp_instance nginx_dev_2 {
    13     state MASTER
    14     interface eth1
    15     mcast_src_ip 172.16.23.204
    16     virtual_router_id 101
    17     priority 100
    18     advert_int 5
    19     authentication {
    20         auth_type PASS
    21         auth_pass 123456
    22     }
    23     virtual_ipaddress {
    24         172.16.23.223
    25     }
    26 }
    27 
    28 vrrp_instance nginx_dev_1 {
    29     state BACKUP
    30     interface eth1
    31     mcast_src_ip 172.16.23.204
    32     virtual_router_id 100
    33     priority 200
    34     advert_int 5
    35     authentication {
    36         auth_type PASS
    37         auth_pass 123456
    38     }
    39     virtual_ipaddress {
    40         172.16.23.222
    41     }
    42 }

      就是这两份配置,基本是一样的,互为主备,里面一个比较重要修改的是virtual_router_id 

      上面实现的效果是访问172.16.23.222 时先转到172.16.20.203主机上,访问172.16.23.223时转到172.16.20.204主机上。当其中一台主机宕机时,就会自动切换,切换到好的主机上,这个过程就几秒的时间。
      这里是需要两个IP地址,需要客户端进行负载选择,这一步可以通过DNS进行分发处理。

     1 root@debian-t6:/usr/local/nginx/html# ip addr
     2 1: lo: <LOOPBACK,UP,LOWER_UP> mtu 65536 qdisc noqueue state UNKNOWN group default 
     3     link/loopback 00:00:00:00:00:00 brd 00:00:00:00:00:00
     4     inet 127.0.0.1/8 scope host lo
     5        valid_lft forever preferred_lft forever
     6 2: eth1: <BROADCAST,MULTICAST,UP,LOWER_UP> mtu 1500 qdisc pfifo_fast state UP group default 
     7     link/ether fc:aa:14:9d:d9:5a brd ff:ff:ff:ff:ff:ff
     8     inet 172.16.23.204/24 brd 172.16.23.255 scope global eth1
     9        valid_lft forever preferred_lft forever
    10     inet 172.16.23.223/32 scope global eth1
    11        valid_lft forever preferred_lft forever
    12     inet 172.16.23.222/32 scope global eth1
    13        valid_lft forever preferred_lft forever

      日志在 /var/log/message

     1 Jan 3 21:02:33 debian-t6 Keepalived_vrrp[31784]: VRRP_Instance(nginx_dev_1) Sending/queueing gratuitous ARPs on eth1 for 172.16.23.222
     2 Jan 3 21:02:33 debian-t6 Keepalived_vrrp[31784]: Sending gratuitous ARP on eth1 for 172.16.23.222
     3 Jan 3 21:02:33 debian-t6 Keepalived_vrrp[31784]: Sending gratuitous ARP on eth1 for 172.16.23.222
     4 Jan 3 21:02:33 debian-t6 Keepalived_vrrp[31784]: Sending gratuitous ARP on eth1 for 172.16.23.222
     5 Jan 3 21:02:33 debian-t6 Keepalived_vrrp[31784]: Sending gratuitous ARP on eth1 for 172.16.23.222
     6 Jan 3 21:03:02 debian-t6 Keepalived_vrrp[31784]: VRRP_Instance(nginx_dev_1) sent 0 priority
     7 Jan 3 21:03:02 debian-t6 Keepalived_healthcheckers[31783]: Stopped
     8 Jan 3 21:03:02 debian-t6 Keepalived_vrrp[31784]: VRRP_Instance(nginx_dev_1) removing protocol VIPs.
     9 Jan 3 21:03:04 debian-t6 Keepalived_vrrp[31784]: Stopped
    10 Jan 3 21:03:16 debian-t6 Keepalived_healthcheckers[31845]: Opening file '/etc/keepalived/keepalived.conf'.
    11 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: Registering Kernel netlink reflector
    12 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: Registering Kernel netlink command channel
    13 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: Registering gratuitous ARP shared channel
    14 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: Opening file '/etc/keepalived/keepalived.conf'.
    15 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) removing protocol VIPs.
    16 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) removing protocol VIPs.
    17 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: Using LinkWatch kernel netlink reflector...
    18 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) Entering BACKUP STATE
    19 Jan 3 21:03:16 debian-t6 Keepalived_vrrp[31846]: VRRP sockpool: [ifindex(2), proto(112), unicast(0), fd(10,11)]
    20 Jan 3 21:03:18 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) forcing a new MASTER election
    21 Jan 3 21:03:20 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) Transition to MASTER STATE
    22 Jan 3 21:03:20 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) Received advert with higher priority 200, ours 100
    23 Jan 3 21:03:20 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) Entering BACKUP STATE
    24 Jan 3 21:03:23 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) Transition to MASTER STATE
    25 Jan 3 21:03:23 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) Transition to MASTER STATE
    26 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) Entering MASTER STATE
    27 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) setting protocol VIPs.
    28 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.223
    29 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_2) Sending/queueing gratuitous ARPs on eth1 for 172.16.23.223
    30 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.223
    31 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.223
    32 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.223
    33 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.223
    34 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) Entering MASTER STATE
    35 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) setting protocol VIPs.
    36 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.222
    37 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: VRRP_Instance(nginx_dev_1) Sending/queueing gratuitous ARPs on eth1 for 172.16.23.222
    38 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.222
    39 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.222
    40 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.222
    41 Jan 3 21:03:28 debian-t6 Keepalived_vrrp[31846]: Sending gratuitous ARP on eth1 for 172.16.23.222

    5. KeepAlived其他配置

      下面讲解一些其他配置和高级应用
      (1)email通知,这里就不做了,建议用第三方独立监控服务,如Nagios、Zabbix进行监控
      (2)router_id 用户标识本节点名称,通常为hostname
      (3)vrrp_instance 实例定义
      (4)state 实例状态,只有MASTER 和 BACKUP两种状态,并且需要全部大写。抢占模式下其中MASTER为工作状态,BACKUP为备用状态。当MASTER所在服务器失效时,BACKUP所在服务器会自动把它的状态由BACKUP切换到MASTER状态。当失效的MASTER所在的服务恢复时,BACKUP从MASTER恢复到BACKUP状态
      (5)interface 对望提供服务网卡接口,即VIP绑定的网卡接口。一些服务器都有两个以上的网卡接口,在选择接口时要正确选择
      (6)mcast_src_ip 本机IP地址
      (7)virtual_router_id 虚拟路由的ID号,每个节点必须设置一样。相同的VRID为一个组,将决定多播的MAC地址,不同的实例节点必须不一样
      (8)priority 节点优先级,取值0~254, MASTER 要比BACKUP高
      (9)advert_int MASTER 与 BACKUP 节点间同步检查的时间间隔,单位秒
      (10)authentication 验证类型和验证密码。主要用PASS 密码模式 {auth_type PASS auth_pass 123456} 同一个vrrp实例MASTER与BACKUP使用相同的密码才能正常通信
      (11)nopreempt 禁止抢占服务。默认情况,当MASTER服务挂掉之后,BACKUP自动升级为MASTER并接替其任务,当MASTER服务恢复后,升级为MASTER的BACKUP服务又自动降为BACKUP,把工作权交给原MASTER。当配置了nopreempt,MASTER从挂到到恢复,不再将服务抢占过来
      (12)virtual_ipaddress 虚拟IP地址池,可以有多个IP,每个IP占一行,不需要指定子网掩码。注意这里的IP必须与我们设定的VIP保持一致 VRRP HA虚拟地址
      (13)notify_master 表示当切换到master状态时,要执行的脚本
      (14)notify_backup 表示当切换到backup状态时,要执行的脚本
      (15)notify_fault 表示切换出现故障是要执行的脚本(这里也可以发送邮件什么的)
      (16)track_script 执行监控的服务
      (17)vrrp_script VRRP 脚本检测
    6. KeepAlived 高级应用
      172.16.23.203 

      /etc/keepalived/keepalived.conf

     1 global_defs {
     2     router_id nginx_dev_1
     3 }
     4 
     5 #用于监控Nginx、Redis等应用是否在运行
     6 vrrp_script chk_nginx_port {
     7     script "/etc/keepalived/check.sh" #通过脚本检测,根据返回值进行判断
     8     interval 2                        #脚本执行间隔 每2秒执行一次
     9     weight -5                         #检测失败,优先级变更
    10     fall 2                            #连续检测2次失败才算失败
    11     rise 1                            #检测一次成功算成功,但不修改优先级
    12 }
    13 
    14 vrrp_instance nginx_dev_1 {
    15     state MASTER
    16     interface eth1
    17     mcast_src_ip 172.16.23.203
    18     virtual_router_id 100
    19     priority 100
    20     advert_int 5
    21     authentication {
    22         auth_type PASS
    23         auth_pass 123456
    24     }
    25     virtual_ipaddress {  #VRRP HA 虚拟地址,可以写多个
    26         172.16.23.222
    27     }
    28 
    29     notify_master "/etc/keepalived/run.sh master1"
    30     notify_backup "/etc/keepalived/run.sh backup1"
    31     notify_fault  "/etc/keepalived/run.sh fault1"
    32 
    33     track_script {
    34         chk_nginx_port     #执行对于脚本
    35     }
    36 }
    37 
    38 vrrp_instance nginx_dev_2 {
    39     state BACKUP
    40     interface eth1
    41     mcast_src_ip 172.16.23.203
    42     virtual_router_id 101
    43     priority 200
    44     advert_int 5
    45     authentication {
    46         auth_type PASS
    47         auth_pass 123456
    48     }
    49     virtual_ipaddress {
    50         172.16.23.223  #VRRP HA虚拟地址
    51     }
    52 
    53     notify_master "/etc/keepalived/run.sh master2"
    54     notify_backup "/etc/keepalived/run.sh backup2"
    55     notify_fault  "/etc/keepalived/run.sh fault2"
    56 }

      /etc/keepalived/check.sh

     1 #!/bin/bash 
     2 counter=$(ps -C nginx --no-heading | wc -l)
     3 if [ "${counter}" = "0" ]; then
     4     service nginx start
     5     #sleep 2  # 这个在执行过程中有问题
     6     counter=$(ps -C nginx --no-heading | wc -l)
     7     if [ "${counter}" = "0" ]; then
     8         service keepalived stop
     9     fi
    10 fi

      /etc/keepalived/run.sh

    1 #!/bin/sh 
    2 echo $(date +%H:%M:%S) $1 >> /etc/keepalived/time.txt

      172.16.23.204

      /etc/keepalived/keepalived.conf

     1 global_defs {
     2     router_id nginx_dev_2         #运行Keepalived的机器标识号,可以相同也可以不同
     3 }
     4 
     5 #用于监控Nginx、Redis等应用是否在运行
     6 vrrp_script chk_nginx_port {
     7     script "/etc/keepalived/check.sh"
     8     interval 2
     9     weight -5
    10     fall 2
    11     rise 1
    12 }
    13 
    14 vrrp_instance nginx_dev_2 {
    15     state MASTER
    16     interface eth1
    17     mcast_src_ip 172.16.23.204
    18     virtual_router_id 101
    19     priority 100
    20     advert_int 5
    21     authentication {
    22         auth_type PASS
    23         auth_pass 123456
    24     }
    25     virtual_ipaddress {
    26         172.16.23.223
    27     }
    28 
    29     notify_master "/etc/keepalived/run.sh master1"
    30     notify_backup "/etc/keepalived/run.sh backup1"
    31     notify_fault "/etc/keepalived/run.sh fault1"
    32 
    33     track_script {
    34         chk_nginx_port
    35     }
    36 }
    37 
    38 vrrp_instance nginx_dev_1 {
    39     state BACKUP
    40     interface eth1
    41     mcast_src_ip 172.16.23.204
    42     virtual_router_id 100
    43     priority 200
    44     advert_int 5
    45     authentication {
    46         auth_type PASS
    47         auth_pass 123456
    48     }
    49     virtual_ipaddress {
    50         172.16.23.222
    51     }
    52 
    53     notify_master "/etc/keepalived/run.sh master2"
    54     notify_backup "/etc/keepalived/run.sh backup2"
    55     notify_fault "/etc/keepalived/run.sh fault2"
    56 
    57     track_script {
    58         chk_nginx_port
    59     }
    60 }

      /etc/keepalived/check.sh

    1 #!/bin/bash 
    2 counter=$(ps -C nginx --no-heading | wc -l)
    3 if [ "${counter}" = "0" ]; then
    4     service nginx start
    5     counter=$(ps -C nginx --no-heading | wc -l)
    6     if [ "${counter}" = "0" ]; then
    7         service keepalived stop
    8     fi
    9 fi

      /etc/keepalived/run.sh

    1 #!/bin/sh 
    2 echo $(date +%H:%M:%S) $1 >> /etc/keepalived/time.txt

      上面的那些sh文件要 chmod a+x *.sh ,在keepalived.conf 文件中最好是使用绝对路径

      测试过程:
      先启动203 的KeepAlived和Nginx
      然后启动204的KeepAlived和Nginx
      用浏览器访问 172.16.23.223 / 172.16.23.222 都是没有问题,基本被负载到两台主机上去了
      场景一
        然后204机器 service nginx stop && service nginx status 模拟异常退出并查看状态
        过几秒后再查看204 service nginx status 发现nginx 自动重启了
      场景二
        修改check.sh 文件 把service nginx start 这一行注释掉
        然后204 机器 service nginx stop && service nginx status 模拟异常退出并查看状态
        过几秒后再查看204 service nginx status / service keepalived status 发现nginx关闭、对于的204上的KeepAlived也被关闭
        这个时候,203服务器 tail -f time.txt 会出现一条master切换信息 表示VIP进行切换
        浏览器访问 172.16.23.223/172.16.23.222 访问正常,不过都是指向同一个机器
        取消check.sh 文件的注释
        启动204的 KeepAlived service keepalived start 由于取消注释,对于的nginx也自动启动了
        这时,203服务器 tail -f time.txt 会出现一条backup切换信息,表示203主机切换为Backup状态了。
        这时浏览器访问以上两个IP,同样被负载的两台主机上

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  • 原文地址:https://www.cnblogs.com/wunaozai/p/8261036.html
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