1. 基础环境规划:

主机名 IP地址 节点说明
k8s-node01 192.168.1.154 node1节点
k8s-node02 192.168.1.155 node2节点
master01 192.168.1.151 master1节点
master02 192.168.1.152 master2节点
master03 192.168.1.153 master3节点
虚拟vip 192.168.1.160 虚拟IP



docker配置信息:

配置信息 备注
系统版本 CentOS Linux release 7.6.1810
Docker版本 20.10
Pod网段 172.168.0.0/12
Service网段 10.96.0.0/12

注意:公有云上搭建VIP是公有云的负载均衡的IP,比如阿里云的内网SLB的地址,腾讯云内网ELB的地址

#花里胡哨的美化配置:
#命令行优化:
echo "export PS1='\[\033[01;31m\]\u\[\033[00m\]@\[\033[01;32m\]\h\[\033[00m\][\[\033[01;33m\]\t\[\033[00m\]]:\[\033[01;34m\]\w\[\033[00m\]$ '" >>/etc/profile
source /etc/profile #历史记录优化:
export HISTTIMEFORMAT='%F %T '
echo "export HISTTIMEFORMAT='%F %T '" >>/etc/profile
source /etc/profile

2.前期准备工作

2.1 所有节点hosts配置

#每个节点设置主机名:
hostnamectl set-hostname [主机名]
如:
hostnamectl set-hostname k8s-master01 #所有节点配置hosts,修改/etc/hosts如下:
[root@k8s-master01 ~]# cat /etc/hosts
192.168.1.151 k8s-master01
192.168.1.152 k8s-master02
192.168.1.153 k8s-master03
192.168.1.160 k8s-master-lb # 如果不是高可用集群,该IP为Master01的IP
192.168.1.154 k8s-node01
192.168.1.155 k8s-node02 cat <<EOF > /etc/hosts
127.0.0.1 localhost localhost.localdomain localhost4 localhost4.localdomain4
::1 localhost localhost.localdomain localhost6 localhost6.localdomain6
192.168.1.151 k8s-master01
192.168.1.152 k8s-master02
192.168.1.153 k8s-master03
192.168.1.160 k8s-master-lb
192.168.1.154 k8s-node01
192.168.1.155 k8s-node02
EOF #命令行优化:
echo "export PS1='\[\033[01;31m\]\u\[\033[00m\]@\[\033[01;32m\]\h\[\033[00m\][\[\033[01;33m\]\t\[\033[00m\]]:\[\033[01;34m\]\w\[\033[00m\]$ '" >>/etc/profile
source /etc/profile #历史记录优化:
export HISTTIMEFORMAT='%F %T '
echo "export HISTTIMEFORMAT='%F %T '" >>/etc/profile
source /etc/profile

2.2 所有节点源配置[centos7]

mv /etc/yum.repos.d/* /root
cd /etc/yum.repos.d/
curl -o /etc/yum.repos.d/CentOS-Base.repo https://mirrors.aliyun.com/repo/Centos-7.repo
yum install -y yum-utils device-mapper-persistent-data lvm2
yum-config-manager --add-repo https://mirrors.aliyun.com/docker-ce/linux/centos/docker-ce.repo cat <<EOF > /etc/yum.repos.d/kubernetes.repo
[kubernetes]
name=Kubernetes
baseurl=https://mirrors.aliyun.com/kubernetes/yum/repos/kubernetes-el7-x86_64/
enabled=1
gpgcheck=1
repo_gpgcheck=1
gpgkey=https://mirrors.aliyun.com/kubernetes/yum/doc/yum-key.gpg https://mirrors.aliyun.com/kubernetes/yum/doc/rpm-package-key.gpg
EOF
sed -i -e '/mirrors.cloud.aliyuncs.com/d' -e '/mirrors.aliyuncs.com/d' /etc/yum.repos.d/CentOS-Base.repo
yum clean all
yum install -y epel-release #安装必备工具:
#必备工具安装
yum install wget jq psmisc vim net-tools telnet yum-utils device-mapper-persistent-data lvm2 git -y

2.3 所有节点优化

#所有节点关闭防火墙、selinux、dnsmasq、swap。服务器配置如下:
systemctl disable --now firewalld
systemctl disable --now dnsmasq
systemctl disable --now NetworkManager setenforce 0
sed -i 's#SELINUX=enforcing#SELINUX=disabled#g' /etc/sysconfig/selinux
sed -i 's#SELINUX=enforcing#SELINUX=disabled#g' /etc/selinux/config #关闭swap分区
swapoff -a && sysctl -w vm.swappiness=0
sed -ri '/^[^#]*swap/s@^@#@' /etc/fstab #安装ntpdate
rpm -ivh http://mirrors.wlnmp.com/centos/wlnmp-release-centos.noarch.rpm #添加计划任务
yum install -y ntpdate
echo '*/5 * * * * ntpdate cn.pool.ntp.org' >>/var/spool/cron/root
systemctl restart crond
ntpdate time2.aliyun.com #所有节点同步时间。时间同步配置如下:
ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime
echo 'Asia/Shanghai' >/etc/timezone
ntpdate time2.aliyun.com
# 加入到crontab
*/5 * * * * /usr/sbin/ntpdate time2.aliyun.com #limit优化
ulimit -SHn 65535 cat <<EOF >> /etc/security/limits.conf
* soft nofile 655360
* hard nofile 131072
* soft nproc 655350
* hard nproc 655350
* soft memlock unlimited
* hard memlock unlimited
EOF

2.4 配置免密[中控机操作]

#Master01节点免密钥登录其他节点,安装过程中生成配置文件和证书均在Master01上操作,集群管理也在Master01上操作,阿里云或者AWS上需要单独一台kubectl服务器。密钥配置如下:
cd /root
ssh-keygen -t rsa
for i in k8s-master01 k8s-master02 k8s-master03 k8s-node01 k8s-node02;do ssh-copy-id -i .ssh/id_rsa.pub $i;done

2.5 升级内核 [中控机操作]

#下载安装所有的源码文件
cd /root/
git clone https://github.com/dotbalo/k8s-ha-install.git #如果无法下载请使用下面的重试:
git clone https://gitee.com/dukuan/k8s-ha-install.git # 在master01节点下载内核,并缓存 [所有机器升级]
#CentOS7需要升级系统,CentOS8可以按需升级系统
yum update -y --exclude=kernel* && reboot # 内核配置
#CentOS7 需要升级内核至4.18+,本地升级的版本为4.19 cd /root
wget http://193.49.22.109/elrepo/kernel/el7/x86_64/RPMS/kernel-ml-devel-4.19.12-1.el7.elrepo.x86_64.rpm
wget http://193.49.22.109/elrepo/kernel/el7/x86_64/RPMS/kernel-ml-4.19.12-1.el7.elrepo.x86_64.rpm #从master01节点传到其他节点:
for i in k8s-master02 k8s-master03 k8s-node01 k8s-node02;do scp kernel-ml-4.19.12-1.el7.elrepo.x86_64.rpm kernel-ml-devel-4.19.12-1.el7.elrepo.x86_64.rpm $i:/root/ ; done #所有节点安装内核
cd /root && yum localinstall -y kernel-ml* #所有节点更改内核启动顺序
grub2-set-default 0 && grub2-mkconfig -o /etc/grub2.cfg
grubby --args="user_namespace.enable=1" --update-kernel="$(grubby --default-kernel)" #检查默认内核是不是4.19
root@k8s-master01[17:05:33]:~$ grubby --default-kernel
/boot/vmlinuz-4.19.12-1.el7.elrepo.x86_64 #所有节点重启,然后检查内核是不是4.19
root@k8s-master01[17:09:20]:~$ grubby --default-kernel
/boot/vmlinuz-4.19.12-1.el7.elrepo.x86_64 #如果是,则说明内核配置正确

2.6 所有节点安装ipvsadm

yum install ipvsadm ipset sysstat conntrack libseccomp -y 

#所有节点配置ipvs模块,在内核4.19+版本nf_conntrack_ipv4已经改为nf_conntrack, 4.18以下使用nf_conntrack_ipv4即可: 

modprobe -- ip_vs
modprobe -- ip_vs_rr
modprobe -- ip_vs_wrr
modprobe -- ip_vs_sh
modprobe -- nf_conntrack #创建 /etc/modules-load.d/ipvs.conf 并加入以下内容:
cat >/etc/modules-load.d/ipvs.conf <<EOF
ip_vs
ip_vs_lc
ip_vs_wlc
ip_vs_rr
ip_vs_wrr
ip_vs_lblc
ip_vs_lblcr
ip_vs_dh
ip_vs_sh
ip_vs_fo
ip_vs_nq
ip_vs_sed
ip_vs_ftp
ip_vs_sh
nf_conntrack
ip_tables
ip_set
xt_set
ipt_set
ipt_rpfilter
ipt_REJECT
ipip
EOF #设置为开机启动
systemctl enable --now systemd-modules-load.service

2.7 k8s内核优化

#开启一些k8s集群中必须的内核参数,所有节点配置k8s内核:
cat <<EOF > /etc/sysctl.d/k8s.conf
net.ipv4.ip_forward = 1
net.bridge.bridge-nf-call-iptables = 1
net.bridge.bridge-nf-call-ip6tables = 1
fs.may_detach_mounts = 1
vm.overcommit_memory=1
vm.panic_on_oom=0
fs.inotify.max_user_watches=89100
fs.file-max=52706963
fs.nr_open=52706963
net.netfilter.nf_conntrack_max=2310720 net.ipv4.tcp_keepalive_time = 600
net.ipv4.tcp_keepalive_probes = 3
net.ipv4.tcp_keepalive_intvl =15
net.ipv4.tcp_max_tw_buckets = 36000
net.ipv4.tcp_tw_reuse = 1
net.ipv4.tcp_max_orphans = 327680
net.ipv4.tcp_orphan_retries = 3
net.ipv4.tcp_syncookies = 1
net.ipv4.tcp_max_syn_backlog = 16384
net.ipv4.ip_conntrack_max = 65536
net.ipv4.tcp_max_syn_backlog = 16384
net.ipv4.tcp_timestamps = 0
net.core.somaxconn = 16384
EOF
sysctl --system #所有节点配置完内核后,重启服务器,保证重启后内核依旧加载 reboot
lsmod | grep --color=auto -e ip_vs -e nf_conntrack #重启后结果如下代表正常:
root@k8s-master01[17:19:15]:~$ lsmod | grep --color=auto -e ip_vs -e nf_conntrack
ip_vs_ftp 16384 0
nf_nat 32768 1 ip_vs_ftp
ip_vs_sed 16384 0
ip_vs_nq 16384 0
ip_vs_fo 16384 0
ip_vs_sh 16384 0
ip_vs_dh 16384 0
ip_vs_lblcr 16384 0
ip_vs_lblc 16384 0
ip_vs_wrr 16384 0
ip_vs_rr 16384 0
ip_vs_wlc 16384 0
ip_vs_lc 16384 0
ip_vs 151552 24 ip_vs_wlc,ip_vs_rr,ip_vs_dh,ip_vs_lblcr,ip_vs_sh,ip_vs_fo,ip_vs_nq,ip_vs_lblc,ip_vs_wrr,ip_vs_lc,ip_vs_sed,ip_vs_ftp
nf_conntrack 143360 2 nf_nat,ip_vs
nf_defrag_ipv6 20480 1 nf_conntrack
nf_defrag_ipv4 16384 1 nf_conntrack
libcrc32c 16384 4 nf_conntrack,nf_nat,xfs,ip_vs

3. 基本组件安装

本节主要安装的是集群中用到的各种组件,比如Docker-ce、Kubernetes各组件等。

3.1 所有节点安装 docker-ce 20.10

yum install -y docker-ce-20.10.6-* docker-ce-cli-20.10.6-*.x86_64
rm -f /etc/docker/*
sudo mkdir -p /etc/docker
sudo tee /etc/docker/daemon.json <<-'EOF'
{
"registry-mirrors": ["https://ajvcw8qn.mirror.aliyuncs.com"],
"exec-opts": ["native.cgroupdriver=systemd"]
}
EOF
sudo systemctl daemon-reload
sudo systemctl restart docker
systemctl enable --now docker.service

3.2 所有机器安装k8s组件kubeadm

yum list kubeadm.x86_64 --showduplicates | sort -r

#所有节点安装最新版本kubeadm:
yum install kubeadm-1.21* kubelet-1.21* kubectl-1.21* -y #默认配置的pause镜像使用gcr.io仓库,国内可能无法访问,所以这里配置Kubelet使用阿里云的pause镜像
cat >/etc/sysconfig/kubelet<<EOF
KUBELET_EXTRA_ARGS="--cgroup-driver=systemd --pod-infra-container-image=registry.cn-hangzhou.aliyuncs.com/google_containers/pause-amd64:3.2"
EOF #设置开机启动
systemctl daemon-reload
systemctl enable --now kubelet

3.3 安装高可用组件[master相关服务器执行]

注意:如果不是高可用集群,haproxy和keepalived无需安装)

公有云要用公有云自带的负载均衡,比如阿里云的SLB,腾讯云的ELB,用来替代haproxy和keepalived,因为公有云大部分都是不支持keepalived的,另外如果用阿里云的话,kubectl控制端不能放在master节点,推荐使用腾讯云,因为阿里云的slb有回环的问题,也就是slb代理的服务器不能反向访问SLB,但是腾讯云修复了这个问题。

#所有Master节点通过yum安装HAProxy和KeepAlived:
root@k8s-master01[17:44:47]:~$ yum install keepalived haproxy -y #配置HAProxy: #所有Master节点配置HAProxy(详细配置参考HAProxy文档,所有Master节点的HAProxy配置相同): mkdir /etc/haproxy
cat >/etc/haproxy/haproxy.cfg<<"EOF"
global
maxconn 2000
ulimit-n 16384
log 127.0.0.1 local0 err
stats timeout 30s defaults
log global
mode http
option httplog
timeout connect 5000
timeout client 50000
timeout server 50000
timeout http-request 15s
timeout http-keep-alive 15s frontend monitor-in
bind *:33305
mode http
option httplog
monitor-uri /monitor frontend k8s-master
bind 0.0.0.0:16443
bind 127.0.0.1:16443
mode tcp
option tcplog
tcp-request inspect-delay 5s
default_backend k8s-master backend k8s-master
mode tcp
option tcplog
option tcp-check
balance roundrobin
default-server inter 10s downinter 5s rise 2 fall 2 slowstart 60s maxconn 250 maxqueue 256 weight 100
server k8s-master01 192.168.1.151:6443 check
server k8s-master02 192.168.1.152:6443 check
server k8s-master03 192.168.1.153:6443 check
EOF #所有Master节点配置KeepAlived,配置不一样,注意区分
#[root@k8s-master01 pki]# vim /etc/keepalived/keepalived.conf ,注意每个节点的IP和网卡(interface参数) #注意修改配置,下面IP替换为master的IP地址:
server k8s-master01 192.168.1.151:6443 check
server k8s-master02 192.168.1.152:6443 check
server k8s-master03 192.168.1.153:6443 check #配置keepalived
#所有Master节点配置KeepAlived,配置不一样,注意区分
#每台服务器 优先级必须不同 priority 100 其他机器设置为 99 98
#master01 配置: [root@k8s-master01 pki]# mkdir -p /etc/keepalived
[root@k8s-master01 pki]# cat >/etc/keepalived/keepalived.conf<<"EOF"
! Configuration File for keepalived
global_defs {
router_id LVS_DEVEL
script_user root
enable_script_security
}
vrrp_script chk_apiserver {
script "/etc/keepalived/check_apiserver.sh"
interval 5
weight -5
fall 2
rise 1
}
vrrp_instance VI_1 {
state MASTER
interface eth0
mcast_src_ip 192.168.1.151
virtual_router_id 51
priority 101
advert_int 2
authentication {
auth_type PASS
auth_pass K8SHA_KA_AUTH
}
virtual_ipaddress {
192.168.1.160
}
track_script {
chk_apiserver
}
}
EOF #Master02 配置:
[root@k8s-master02 pki]# cat >/etc/keepalived/keepalived.conf<<"EOF"
! Configuration File for keepalived
global_defs {
router_id LVS_DEVEL
script_user root
enable_script_security
}
vrrp_script chk_apiserver {
script "/etc/keepalived/check_apiserver.sh"
interval 5
weight -5
fall 2
rise 1
}
vrrp_instance VI_1 {
state BACKUP
interface eth0
mcast_src_ip 192.168.1.152
virtual_router_id 51
priority 100
advert_int 2
authentication {
auth_type PASS
auth_pass K8SHA_KA_AUTH
}
virtual_ipaddress {
192.168.1.160
}
track_script {
chk_apiserver
}
}
EOF #Master03 配置:
[root@k8s-master03 pki]# cat >/etc/keepalived/keepalived.conf<<"EOF"
! Configuration File for keepalived
global_defs {
router_id LVS_DEVEL
script_user root
enable_script_security
}
vrrp_script chk_apiserver {
script "/etc/keepalived/check_apiserver.sh"
interval 5
weight -5
fall 2
rise 1
}
vrrp_instance VI_1 {
state BACKUP
interface eth0
mcast_src_ip 192.168.1.153
virtual_router_id 51
priority 100
advert_int 2
authentication {
auth_type PASS
auth_pass K8SHA_KA_AUTH
}
virtual_ipaddress {
192.168.1.160
}
EOF #快捷办法[变量获取本机IP]:
host=$(hostname -i)
cat >/etc/keepalived/keepalived.conf<<EOF
! Configuration File for keepalived
global_defs {
router_id LVS_DEVEL
script_user root
enable_script_security
}
vrrp_script chk_apiserver {
script "/etc/keepalived/check_apiserver.sh"
interval 5
weight -5
fall 2
rise 1
}
vrrp_instance VI_1 {
state MASTER
interface eth0
mcast_src_ip $(hostname -i)
virtual_router_id 51
priority 101
advert_int 2
authentication {
auth_type PASS
auth_pass K8SHA_KA_AUTH
}
virtual_ipaddress {
192.168.1.160
}
track_script {
chk_apiserver
}
}
EOF

3.4 健康检查配置[所有master服务器添加健康检查脚本]

cat > /etc/keepalived/check_apiserver.sh <<"EOF"
#!/bin/bash
err=0
for k in $(seq 1 3)
do
check_code=$(pgrep haproxy)
if [[ $check_code == "" ]]; then
err=$(expr $err + 1)
sleep 1
continue
else
err=0
break
fi
done if [[ $err != "0" ]]; then
echo "systemctl stop keepalived"
/usr/bin/systemctl stop keepalived
exit 1
else
exit 0
fi
EOF chmod +x /etc/keepalived/check_apiserver.sh

3.5 启动haproxy和keepalived[每台master启用]

systemctl daemon-reload
systemctl enable --now haproxy
systemctl enable --now keepalived

3.6 测试haproxy与keepalived是否正常

重要:如果安装了keepalived和haproxy,需要测试keepalived是否是正常的
所以这里需要测试VIP是否通 ping 192.168.1.160 -c 4 root@k8s-master01[18:17:06]:~$ ping 192.168.1.160 -c 4
PING 192.168.1.160 (192.168.1.160) 56(84) bytes of data.
64 bytes from 192.168.1.160: icmp_seq=1 ttl=64 time=0.045 ms root@k8s-master02[18:17:10]:~$ ping 192.168.1.160 -c 4
PING 192.168.1.160 (192.168.1.160) 56(84) bytes of data.
64 bytes from 192.168.1.160: icmp_seq=1 ttl=64 time=1.00 ms root@k8s-master03[18:17:13]:~$ ping 192.168.1.160 -c 4
PING 192.168.1.160 (192.168.1.160) 56(84) bytes of data.
64 bytes from 192.168.1.160: icmp_seq=1 ttl=64 time=2.48 ms telnet测试:
root@k8s-master03[18:19:51]:~$ telnet 192.168.1.160 16443
Trying 192.168.1.160...
Connected to 192.168.1.160.
Escape character is '^]'.
Connection closed by foreign host. 注意: 如果ping不通且telnet没有出现 ] ,则认为VIP不可以,不可在继续往下执行,需要排查keepalived的问题,比如防火墙和selinux,haproxy和keepalived的状态,监听端口等
所有节点查看防火墙状态必须为disable和inactive:systemctl status firewalld
所有节点查看selinux状态,必须为disable:getenforce
master节点查看haproxy和keepalived状态:systemctl status keepalived haproxy
master节点查看监听端口:netstat -lntp 排查思路:
keepalived的问题,比如防火墙和selinux,haproxy和keepalived的状态,监听端口等
所有节点查看防火墙状态必须为disable和inactive:systemctl status firewalld
所有节点查看selinux状态,必须为disable:getenforce
master节点查看haproxy和keepalived状态:systemctl status keepalived haproxy
master节点查看监听端口:netstat -lntp

4.0 kubernetes集群初始化

官方初始化文档:

https://kubernetes.io/docs/setup/production-environment/tools/kubeadm/high-availability/

Master01节点创建 kubeadm-config.yaml 配置文件如下:
Master01:(# 注意,如果不是高可用集群,192.168.1.160:16443改为master01的地址,16443改为apiserver的端口,默认是6443,注意更改v1.18.5自己服务器kubeadm的版本:kubeadm version) #查看办法:
kubectl version
root@k8s-master01[18:25:48]:~$ kubectl version
Client Version: version.Info{Major:"1", Minor:"21", GitVersion:"v1.21.0", GitCommit:"cb303e613a121a29364f75cc67d3d580833a7479", GitTreeState:"clean", BuildDate:"2021-04-08T16:31:21Z", GoVersion:"go1.16.1", Compiler:"gc", Platform:"linux/amd64"} 因为安装的版本是 GitVersion:"v1.21.0"
下面的yaml文件中的对应版本需要改为 v1.21.0

cat kubeadm-config.yaml

apiVersion: kubeadm.k8s.io/v1beta2
bootstrapTokens:
- groups:
- system:bootstrappers:kubeadm:default-node-token
token: 7t2weq.bjbawausm0jaxury
ttl: 24h0m0s
usages:
- signing
- authentication
kind: InitConfiguration
localAPIEndpoint:
advertiseAddress: 192.168.1.151
bindPort: 6443
nodeRegistration:
criSocket: /var/run/dockershim.sock
name: k8s-master01
taints:
- effect: NoSchedule
key: node-role.kubernetes.io/master
---
apiServer:
certSANs:
- 192.168.1.160
timeoutForControlPlane: 4m0s
apiVersion: kubeadm.k8s.io/v1beta2
certificatesDir: /etc/kubernetes/pki
clusterName: kubernetes
controlPlaneEndpoint: 192.168.1.160:16443
controllerManager: {}
dns:
type: CoreDNS
etcd:
local:
dataDir: /var/lib/etcd
imageRepository: registry.cn-hangzhou.aliyuncs.com/google_containers
kind: ClusterConfiguration
kubernetesVersion: v1.21.0
networking:
dnsDomain: cluster.local
podSubnet: 172.16.0.0/12
serviceSubnet: 192.168.0.0/16
scheduler: {}

更新kubeadm文件[只有master01执行] 注意:需要修改的地方是 网段和版本 网段可以保持默认,但是版本建议与当前安装版本一致 kubeadm-config.yaml中的网段需要修改为 172.168.0.0/12 通过grep 'podSubnet:' /root/kubeadm-config.yaml

#更新kubeadm文件: kubeadm-config.yaml

kubeadm config migrate --old-config kubeadm-config.yaml --new-config new.yaml

#将new.yaml文件复制到其他master节点,之后所有Master节点提前下载镜像,可以节省初始化时间:
for i in k8s-master02 k8s-master03; do scp new.yaml $i:/root/; done #在其他master节点提前下载镜像,用于解决初始化时间
kubeadm config images pull --config /root/new.yaml
systemctl enable --now kubelet #执行kubeadm config images pull --config /root/new.yaml如果出现如下报错
[config/images] Pulled registry.cn-hangzhou.aliyuncs.com/google_containers/pause:3.4.1
[config/images] Pulled registry.cn-hangzhou.aliyuncs.com/google_containers/etcd:3.4.13-0
failed to pull image "registry.cn-hangzhou.aliyuncs.com/google_containers/coredns/coredns:v1.8.0": output: Error response from daemon: manifest for registry.cn-hangzhou.aliyuncs.com/google_containers/coredns/coredns:v1.8.0 not found: manifest unknown: manifest unknown
, error: exit status 1
To see the stack trace of this error execute with --v=5 or higher #coredns如果没有成功
出现ImagePullBackOff:
coredns-57d4cbf879-gnh6j 0/1 ImagePullBackOff 0 6m
coredns-57d4cbf879-z79bt 0/1 ImagePullBackOff 0 6m #请所有节点执行,用于下载镜像即可:
docker pull registry.cn-beijing.aliyuncs.com/dotbalo/coredns:1.8.0
docker tag registry.cn-beijing.aliyuncs.com/dotbalo/coredns:1.8.0 registry.cn-hangzhou.aliyuncs.com/google_containers/coredns/coredns:v1.8.0 #再次查看就会自动拉起
coredns-57d4cbf879-gnh6j 1/1 Running 0 16h
coredns-57d4cbf879-z79bt 1/1 Running 0 16h

所有节点设置开机自启动kubelet systemctl daemon-reload systemctl enable --now kubelet

4.2 master01初始化

Master01节点初始化,初始化以后会在/etc/kubernetes目录下生成对应的证书和配置文件,之后其他Master节点加入Master01即可:

#master01节点执行初始化:
kubeadm init --config /root/new.yaml --upload-certs #如果初始化失败,重置后再次初始化,命令如下:
kubeadm reset -f ; ipvsadm --clear ; rm -rf ~/.kube 关键提示信息:
You should now deploy a pod network to the cluster.
Run "kubectl apply -f [podnetwork].yaml" with one of the options listed at:
https://kubernetes.io/docs/concepts/cluster-administration/addons/ You can now join any number of the control-plane node running the following command on each as root: [其他master加入集群]
kubeadm join 192.168.1.160:16443 --token 7t2weq.bjbawausm0jaxury \
--discovery-token-ca-cert-hash sha256:aeb438bb077768d6626fbc5f2ff61a903bfea24c2eaaa3fde49bace433176384 \
--control-plane --certificate-key 530a5f56ce32e4ab69b384f41e6165327e23577f4924558b36efb6bb08a883e5 Please note that the certificate-key gives access to cluster sensitive data, keep it secret!
As a safeguard, uploaded-certs will be deleted in two hours; If necessary, you can use
"kubeadm init phase upload-certs --upload-certs" to reload certs afterward. Then you can join any number of worker nodes by running the following on each as root: [其他node加入集群]
kubeadm join 192.168.1.160:16443 --token 7t2weq.bjbawausm0jaxury \
--discovery-token-ca-cert-hash sha256:aeb438bb077768d6626fbc5f2ff61a903bfea24c2eaaa3fde49bace433176384 #优化
mkdir -p $HOME/.kube
sudo cp -i /etc/kubernetes/admin.conf $HOME/.kube/config
sudo chown $(id -u):$(id -g) $HOME/.kube/config
cat <<EOF >> /root/.bashrc
export KUBECONFIG=/etc/kubernetes/admin.conf
EOF
source /root/.bashrc

4.3 master02 master03 加入master集群

#Token过期后生成新的token:
kubeadm token create --print-join-command #Master需要生成-certificate-key
root@k8s-master01[15:36:45]:~$ kubeadm init phase upload-certs --upload-certs
[upload-certs] Storing the certificates in Secret "kubeadm-certs" in the "kube-system" Namespace
[upload-certs] Using certificate key:
9b5153fe13fe5a9286eb68fae35311f7357b854a2f8ad925bc7e45b16d2b886e #其他master加入集群
kubeadm join 192.168.1.160:16443 --token fgtxr1.bz6dw1tci1kbj977 --discovery-token-ca-cert-hash sha256:06ebf46458a41922ff1f5b3bc49365cf3dd938f1a7e3e4a8c8049b5ec5a3aaa5 \
--control-plane --certificate-key 9b5153fe13fe5a9286eb68fae35311f7357b854a2f8ad925bc7e45b16d2b886e

4.4 node01 node02 加入node集群

kubeadm join 192.168.1.160:16443 --token 7t2weq.bjbawausm0jaxury --discovery-token-ca-cert-hash sha256:aeb438bb077768d6626fbc5f2ff61a903bfea24c2eaaa3fde49bace433176384

#过程
root@k8s-node01[15:29:45]:~$ kubeadm join 192.168.1.160:16443 --token 7t2weq.bjbawausm0jaxury \
> --discovery-token-ca-cert-hash sha256:aeb438bb077768d6626fbc5f2ff61a903bfea24c2eaaa3fde49bace433176384
[preflight] Running pre-flight checks
[preflight] Reading configuration from the cluster...
[preflight] FYI: You can look at this config file with 'kubectl -n kube-system get cm kubeadm-config -o yaml'
[kubelet-start] Writing kubelet configuration to file "/var/lib/kubelet/config.yaml"
[kubelet-start] Writing kubelet environment file with flags to file "/var/lib/kubelet/kubeadm-flags.env"
[kubelet-start] Starting the kubelet
[kubelet-start] Waiting for the kubelet to perform the TLS Bootstrap... This node has joined the cluster:
* Certificate signing request was sent to apiserver and a response was received.
* The Kubelet was informed of the new secure connection details. Run 'kubectl get nodes' on the control-plane to see this node join the cluster.

4.5 加入结果概览

root@k8s-master01[16:06:10]:~$ kubectl get nodes
NAME STATUS ROLES AGE VERSION
k8s-master01 NotReady control-plane,master 6m15s v1.21.0
k8s-master02 NotReady control-plane,master 5m23s v1.21.0
k8s-master03 NotReady control-plane,master 4m21s v1.21.0
k8s-node01 NotReady <none> 11s v1.21.0
k8s-node02 NotReady <none> 0s v1.21.0 采用初始化安装方式,所有的系统组件均以容器的方式运行并且在kube-system命名空间内,此时可以查看Pod状态:
root@k8s-master01[20:18:57]:~$ kubectl get pod -n kube-system
NAME READY STATUS RESTARTS AGE
coredns-57d4cbf879-8vs6c 0/1 Pending 0 75m
coredns-57d4cbf879-p99nc 0/1 Pending 0 75m
etcd-k8s-master01 1/1 Running 0 75m
etcd-k8s-master02 1/1 Running 0 4m45s
etcd-k8s-master03 1/1 Running 0 4m23s
kube-apiserver-k8s-master01 1/1 Running 0 75m
kube-apiserver-k8s-master02 1/1 Running 0 4m45s
kube-apiserver-k8s-master03 1/1 Running 0 4m10s
kube-controller-manager-k8s-master01 1/1 Running 1 75m
kube-controller-manager-k8s-master02 1/1 Running 0 4m45s
kube-controller-manager-k8s-master03 1/1 Running 0 4m21s
kube-proxy-2zc6p 1/1 Running 0 4m46s
kube-proxy-djtbn 1/1 Running 0 3m30s
kube-proxy-g2ddr 1/1 Running 0 75m
kube-proxy-gf7w8 1/1 Running 0 3m34s
kube-proxy-mfsbz 1/1 Running 0 3m59s
kube-scheduler-k8s-master01 1/1 Running 1 75m
kube-scheduler-k8s-master02 1/1 Running 0 4m45s
kube-scheduler-k8s-master03 1/1 Running 0 4m19s #出现 coredns Pending状态 重新下载这个包,然后再次查看
docker pull registry.cn-beijing.aliyuncs.com/dotbalo/coredns:1.8.0
docker tag registry.cn-beijing.aliyuncs.com/dotbalo/coredns:1.8.0 registry.cn-hangzhou.aliyuncs.com/google_containers/coredns/coredns:v1.8.0 #此时 coredns已经启动完毕
root@k8s-master01[20:44:59]:~$ kubectl get pod -n kube-system
NAME READY STATUS RESTARTS AGE
calico-kube-controllers-cdd5755b9-tfhp8 1/1 Running 0 7m31s
calico-node-4rsfw 1/1 Running 0 7m31s
calico-node-cgjjw 1/1 Running 0 7m31s
calico-node-gw2zz 1/1 Running 0 7m31s
calico-node-hzjn7 1/1 Running 0 7m31s
calico-node-sbjx4 1/1 Running 0 7m31s
coredns-57d4cbf879-8vs6c 1/1 Running 0 100m
coredns-57d4cbf879-p99nc 1/1 Running 0 100m
etcd-k8s-master01 1/1 Running 0 100m
etcd-k8s-master02 1/1 Running 0 29m
etcd-k8s-master03 1/1 Running 0 29m
kube-apiserver-k8s-master01 1/1 Running 0 100m
kube-apiserver-k8s-master02 1/1 Running 0 29m
kube-apiserver-k8s-master03 1/1 Running 0 29m
kube-controller-manager-k8s-master01 1/1 Running 1 100m
kube-controller-manager-k8s-master02 1/1 Running 0 29m
kube-controller-manager-k8s-master03 1/1 Running 0 29m
kube-proxy-2zc6p 1/1 Running 0 29m
kube-proxy-djtbn 1/1 Running 0 28m
kube-proxy-g2ddr 1/1 Running 0 100m
kube-proxy-gf7w8 1/1 Running 0 28m
kube-proxy-mfsbz 1/1 Running 0 28m
kube-scheduler-k8s-master01 1/1 Running 1 100m
kube-scheduler-k8s-master02 1/1 Running 0 29m
kube-scheduler-k8s-master03 1/1 Running 0 29m

4.6 Master01节点配置环境变量,用于访问Kubernetes集群:

cat <<EOF >> /root/.bashrc
export KUBECONFIG=/etc/kubernetes/admin.conf
EOF
source /root/.bashrc

4.7 安装calico网络组件[master01操作]

/** 以下步骤只在master01执行 **/
cd /root/k8s-ha-install && git checkout manual-installation-v1.21.x && cd calico/

修改calico-etcd.yaml的以下位置:

sed -i 's#etcd_endpoints: "http://<ETCD_IP>:<ETCD_PORT>"#etcd_endpoints: "https://192.168.1.151:2379,https://192.168.1.152:2379,https://192.168.1.153:2379"#g' calico-etcd.yaml
ETCD_CA=`cat /etc/kubernetes/pki/etcd/ca.crt " base64 " tr -d '\n'`
ETCD_CERT=`cat /etc/kubernetes/pki/etcd/server.crt " base64 " tr -d '\n'`
ETCD_KEY=`cat /etc/kubernetes/pki/etcd/server.key " base64 " tr -d '\n'` #修改网段
sed -i "s@# etcd-key: null@etcd-key: ${ETCD_KEY}@g; s@# etcd-cert: null@etcd-cert: ${ETCD_CERT}@g; s@# etcd-ca: null@etcd-ca: ${ETCD_CA}@g" calico-etcd.yaml sed -i 's#etcd_ca: ""#etcd_ca: "/calico-secrets/etcd-ca"#g; s#etcd_cert: ""#etcd_cert: "/calico-secrets/etcd-cert"#g; s#etcd_key: "" #etcd_key: "/calico-secrets/etcd-key" #g' calico-etcd.yaml POD_SUBNET=`cat /etc/kubernetes/manifests/kube-controller-manager.yaml " grep cluster-cidr= " awk -F= '{print $NF}'`

注意下面的这个步骤是把calico-etcd.yaml文件里面的CALICO_IPV4POOL_CIDR下的网段改成自己的Pod网段,也就是把192.168.x.x/16改成自己的集群网段,并打开注释:

所以更改的时候请确保这个步骤的这个网段没有被统一替换掉,如果被替换掉了,还请改回来

cd /root/k8s-ha-install/calico
sed -i 's@# - name: CALICO_IPV4POOL_CIDR@- name: CALICO_IPV4POOL_CIDR@g; s@# value: "192.168.0.0/16"@ value: '"${POD_SUBNET}"'@g' calico-etcd.yaml

修改完成后执行:

kubectl apply -f calico-etcd.yaml

查看容器和节点状态:

kubectl get pod -n kube-system

5. Metrics部署

在新版的Kubernetes中系统资源的采集均使用Metrics-server,可以通过Metrics采集节点和Pod的内存、磁盘、CPU和网络的使用率

#将Master01节点的front-proxy-ca.crt复制到所有Node节点
scp -r /etc/kubernetes/pki/front-proxy-ca.crt k8s-node01:/etc/kubernetes/pki/front-proxy-ca.crt
scp -r /etc/kubernetes/pki/front-proxy-ca.crt k8s-node02:/etc/kubernetes/pki/front-proxy-ca.crt
scp -r /etc/kubernetes/pki/front-proxy-ca.crt k8s-master02:/etc/kubernetes/pki/front-proxy-ca.crt
scp -r /etc/kubernetes/pki/front-proxy-ca.crt k8s-master03:/etc/kubernetes/pki/front-proxy-ca.crt #安装Metrics
cd /root/k8s-ha-install/metrics-server-0.4.x-kubeadm/
kubectl create -f comp.yaml #输出结果:
serviceaccount/metrics-server created
clusterrole.rbac.authorization.k8s.io/system:aggregated-metrics-reader created
clusterrole.rbac.authorization.k8s.io/system:metrics-server created
rolebinding.rbac.authorization.k8s.io/metrics-server-auth-reader created
clusterrolebinding.rbac.authorization.k8s.io/metrics-server:system:auth-delegator created
clusterrolebinding.rbac.authorization.k8s.io/system:metrics-server created
service/metrics-server created
deployment.apps/metrics-server created
apiservice.apiregistration.k8s.io/v1beta1.metrics.k8s.io created #查看安装结果:
命令:kubectl get po -n kube-system -l k8s-app=metrics-server
结果:
NAME READY STATUS RESTARTS AGE
metrics-server-d6c46b546-4sxb8 1/1 Running 0 114s 命令:kubectl top po --use-protocol-buffers -A
NAMESPACE NAME CPU(cores) MEMORY(bytes)
kube-system calico-kube-controllers 2m 20Mi
kube-system calico-node-4rsfw 22m 78Mi
kube-system calico-node-cgjjw 26m 75Mi
kube-system calico-node-gw2zz 22m 72Mi
kube-system calico-node-hzjn7 24m 75Mi
kube-system calico-node-sbjx4 23m 70Mi
kube-system coredns-57d4cbf879-8vs6c 2m 17Mi
kube-system coredns-57d4cbf879-p99nc 2m 18Mi
kube-system etcd-k8s-master01 29m 80Mi
kube-system etcd-k8s-master02 25m 79Mi
kube-system etcd-k8s-master03 25m 80Mi
kube-system kube-apiserver-k8s-master01 45m 360Mi
kube-system kube-apiserver-k8s-master02 31m 352Mi
kube-system kube-apiserver-k8s-master03 28m 344Mi
kube-system kube-controller-manager-k8s-master01 2m 27Mi
kube-system kube-controller-manager-k8s-master02 9m 63Mi
kube-system kube-controller-manager-k8s-master03 1m 29Mi
kube-system kube-proxy-2zc6p 1m 26Mi
kube-system kube-proxy-djtbn 1m 25Mi
kube-system kube-proxy-g2ddr 1m 24Mi
kube-system kube-proxy-gf7w8 1m 26Mi
kube-system kube-proxy-mfsbz 1m 23Mi
kube-system kube-scheduler-k8s-master01 2m 26Mi
kube-system kube-scheduler-k8s-master02 2m 30Mi
kube-system kube-scheduler-k8s-master03 2m 27Mi
kube-system metrics-server-d6c46b546-4sxb8 4m 23Mi

5.1 安装dashboard

#1. 安装老版本
cd /root/k8s-ha-install/dashboard/
kubectl create -f . #2. 安装最新版:
kubectl apply -f https://raw.githubusercontent.com/kubernetes/dashboard/v2.2.0/aio/deploy/recommended.yaml #授权:
vim admin.yaml
#--------------------------admin.yaml--------------------------#
apiVersion: v1
kind: ServiceAccount
metadata:
name: admin-user
namespace: kube-system
---
apiVersion: rbac.authorization.k8s.io/v1
kind: ClusterRoleBinding
metadata:
name: admin-user
annotations:
rbac.authorization.kubernetes.io/autoupdate: "true"
roleRef:
apiGroup: rbac.authorization.k8s.io
kind: ClusterRole
name: cluster-admin
subjects:
- kind: ServiceAccount
name: admin-user
namespace: kube-system
#--------------------------admin.yaml--------------------------# #执行安装
kubectl apply -f admin.yaml -n kube-system

5.2 登录dashboard

在谷歌浏览器(Chrome)启动文件中加入启动参数,用于解决无法访问Dashboard的问题,参考图1-1:

谷歌浏览器添加参数:
--test-type --ignore-certificate-errors

2.更改dashboard的svc为NodePort:

kubectl edit svc kubernetes-dashboard -n kubernetes-dashboard
spec:
clusterIP: 10.108.157.21
clusterIPs:
- 10.108.157.21
externalTrafficPolicy: Cluster
ports:
- nodePort: 30195
port: 443
protocol: TCP
targetPort: 8443
selector:
k8s-app: kubernetes-dashboard
sessionAffinity: None
type: ClusterIP #改为 NodePort #修改完成后如下:
spec:
clusterIP: 10.108.157.21
clusterIPs:
- 10.108.157.21
externalTrafficPolicy: Cluster
ports:
- nodePort: 30195
port: 443
protocol: TCP
targetPort: 8443
selector:
k8s-app: kubernetes-dashboard
sessionAffinity: None
type: NodePort #已经改为NodePort 修改完成后访问dashboard:
#查看端口号:
kubectl get svc kubernetes-dashboard -n kubernetes-dashboard

通过https协议进行访问

https://192.168.1.151:32234/

#查看token值:
kubectl -n kube-system describe secret $(kubectl -n kube-system get secret | grep admin-user | awk '{print $1}') #得到 token:
eyJhbGciOiJSUzI1NiIsImtpZCI6IlFkM3BUd0xxVEZ6a0t4Njl2QnVaMWhLNUl4NFlzUkVrQngzbmlQeG4zczgifQ.eyJpc3MiOiJrdWJlcm5ldGVzL3NlcnZpY2VhY2NvdW50Iiwia3ViZXJuZXRlcy5pby9zZXJ2aWNlYWNjb3VudC9uYW1lc3BhY2UiOiJrdWJlLXN5c3RlbSIsImt1YmVybmV0ZXMuaW8vc2VydmljZWFjY291bnQvc2VjcmV0Lm5hbWUiOiJhZG1pbi11c2VyLXRva2VuLXRidjRkIiwia3ViZXJuZXRlcy5pby9zZXJ2aWNlYWNjb3VudC9zZXJ2aWNlLWFjY291bnQubmFtZSI6ImFkbWluLXVzZXIiLCJrdWJlcm5ldGVzLmlvL3NlcnZpY2VhY2NvdW50L3NlcnZpY2UtYWNjb3VudC51aWQiOiI0MzI2NDM1My1iNzY4LTRlNTEtYjljZS0wY2FlMzJlNThmOTgiLCJzdWIiOiJzeXN0ZW06c2VydmljZWFjY291bnQ6a3ViZS1zeXN0ZW06YWRtaW4tdXNlciJ9.jKtz39e-9EBlLhIW571Ms63ywad2z0s2hEa0ZalBRcEDXDKLN7jDejTLrrcyeNY5pRa8AUtbS1ckiYWI7OOlR3PBjD5Tgaz2HEKFw0FEoNMQnU8uLzR5WbUX4obOpzAyB4WYmCS9vK-ud98mmMHOT15Ee2BeaxIWTBL715m-NJcIxxByvsBtogVj7zWJayAVLOspMLps8hWk8XJDXpWEx0J8uU9KUPOey3YMiO5gNlk5TRHcZJOGg_7HV8_55MqKTQ8K9Jhsu5uVieB3kuJdwJdcGCGrMi1UVGx-RgJwGbZqMkXgy55QAp2he_sNFZmThhuxvz7FIclUyyoUZ43V9Q 将token粘贴到web页面上的token输入栏

登录成功界面:

6. 配置修改

将Kube-proxy改为ipvs模式,因为在初始化集群的时候注释了ipvs配置,所以需要自行修改一下:

在master01节点执行

kubectl edit cm kube-proxy -n kube-system
mode: 修改为 mode: ipvs 更新Kube-Proxy的Pod:
kubectl patch daemonset kube-proxy -p "{\"spec\":{\"template\":{\"metadata\":{\"annotations\":{\"date\":\"`date +'%s'`\"}}}}}" -n kube-system 验证Kube-Proxy模式:
root@k8s-master01[14:52:28]:~/k8s-ha-install/dashboard$ curl 127.0.0.1:10249/proxyMode
kubectl edit cm kube-proxy -n kube-system
mode: ipvs

更新Kube-Proxy的Pod:

kubectl patch daemonset kube-proxy -p "{\"spec\":{\"template\":{\"metadata\":{\"annotations\":{\"date\":\"`date +'%s'`\"}}}}}" -n kube-system

验证Kube-Proxy模式:

[root@k8s-master01 1.1.1]# curl 127.0.0.1:10249/proxyMode
ipvs

集群部署完成状态:

root@k8s-master01[21:29:32]:~$ kubectl get nodes
NAME STATUS ROLES AGE VERSION
k8s-master01 Ready control-plane,master 145m v1.21.0
k8s-master02 Ready control-plane,master 73m v1.21.0
k8s-master03 Ready control-plane,master 73m v1.21.0
k8s-node01 Ready <none> 72m v1.21.0
k8s-node02 Ready <none> 72m v1.21.0 root@k8s-master01[21:29:33]:~$ cat /etc/hosts
127.0.0.1 localhost localhost.localdomain localhost4 localhost4.localdomain4
::1 localhost localhost.localdomain localhost6 localhost6.localdomain6
192.168.1.151 k8s-master01
192.168.1.152 k8s-master02
192.168.1.153 k8s-master03
192.168.1.160 k8s-master-lb
192.168.1.154 k8s-node01
192.168.1.155 k8s-node02

7. 高可用测试

k8s-master01是vip地址,停止eth0后vip消失

停止后,vip地址在master02上漂移成功

kubeadm部署高可用版Kubernetes1.21[基于centos7.6]的更多相关文章

  1. kubeadm部署高可用版Kubernetes1.21[更新]

    环境规划 主机名 IP地址 说明 k8s-master01 ~ 03 192.168.3.81 ~ 83 master节点 * 3 k8s-master-lb 192.168.3.200 keepal ...

  2. kubernetes kubeadm部署高可用集群

    k8s kubeadm部署高可用集群 kubeadm是官方推出的部署工具,旨在降低kubernetes使用门槛与提高集群部署的便捷性. 同时越来越多的官方文档,围绕kubernetes容器化部署为环境 ...

  3. 附012.Kubeadm部署高可用Kubernetes

    一 kubeadm介绍 1.1 概述 参考<附003.Kubeadm部署Kubernetes>. 1.2 kubeadm功能 参考<附003.Kubeadm部署Kubernetes& ...

  4. kubeadm部署高可用集群Kubernetes 1.14.1版本

    Kubernetes高可用集群部署 部署架构: Master 组件: kube-apiserver Kubernetes API,集群的统一入口,各组件协调者,以HTTP API提供接口服务,所有对象 ...

  5. kubeadm部署高可用K8S集群(v1.14.2)

    1. 简介 测试环境Kubernetes 1.14.2版本高可用搭建文档,搭建方式为kubeadm 2. 服务器版本和架构信息 系统版本:CentOS Linux release 7.6.1810 ( ...

  6. Kubeadm部署高可用K8S集群

    一 基础环境 1.1 资源 节点名称 ip地址 VIP 192.168.12.150 master01 192.168.12.48 master02 192.168.12.242 master03 1 ...

  7. 企业运维实践-还不会部署高可用的kubernetes集群?使用kubeadm方式安装高可用k8s集群v1.23.7

    关注「WeiyiGeek」公众号 设为「特别关注」每天带你玩转网络安全运维.应用开发.物联网IOT学习! 希望各位看友[关注.点赞.评论.收藏.投币],助力每一个梦想. 文章目录: 0x00 前言简述 ...

  8. 基于kubeasz部署高可用k8s集群

    在部署高可用k8s之前,我们先来说一说单master架构和多master架构,以及多master架构中各组件工作逻辑 k8s单master架构 提示:这种单master节点的架构,通常只用于测试环境, ...

  9. Kubernetes 部署 1.9.7 高可用版

    转载于https://codegreen.cn/2018/08/30/kubernetes-cluster-1.9.7/ 前言 在部署之前,首先感谢 手动搭建高可用的kubernetes 集群 博文的 ...

  10. kubernetes实战(二十五):kubeadm 安装 高可用 k8s v1.13.x

    1.系统环境 使用kubeadm安装高可用k8s v.13.x较为简单,相比以往的版本省去了很多步骤. kubeadm安装高可用k8s v.11 和 v1.12 点我 主机信息 主机名 IP地址 说明 ...

随机推荐

  1. 51nod 1268

    51nod 1268 基础dfs 题目如下: 给出 N 个正整数组成的数组 A,求能否从中选出若干个,使他们的和 为 K.如果可以,输出:"Yes",否则输出"No&qu ...

  2. sql 语句系列(行与列处理)[八百章之第一章]

    排序时对null进行处理 比如说: select * from EMP order by COMM 我需要对红框部分进行desc处理,也就是从大到小排列. 解析: 重点是如何让null独立出去. se ...

  3. 重新整理数据结构与算法(c#)—— 二叉树排序树补删除节点[二十二]

    前言 续前一章. 正文 删除节点规则: 1.假如删除的是叶子节点,让他的父节点,断开和它的联系. 2.如果删除节点右左子树或者右子树的话,那么应该这样. 如果删除节点是它的父节点的左节点,而删除节点有 ...

  4. Thinkphp5.x全漏洞复现分析

    基础知识 命名空间和子命名空间 我们可以把namespace理解为一个单独的空间,事实上它也就是一个空间而已,子命名空间那就是空间里再划分几个小空间,举个例子: <?php namespace ...

  5. [ABC342D] Square Pair 题解

    [题目描述] 给定一个长度为 \(N\) 的非负整数序列 \(A=\left(A_1,\cdots,A_n\right)\).求满足以下条件的整数对 \(\left(i,j\right)\) 的数量. ...

  6. 暑期集训 Day12 —— 模拟赛复盘

    ${\color{Green} \mathrm{Problem\ 1 :Subarray }} $ Map. ${\color{Green} \mathrm{Problem\ 2 :小z玩游戏 }} ...

  7. EasyNLP带你玩转CLIP图文检索

    简介: 本文简要介绍CLIP的技术解读,以及如何在EasyNLP框架中玩转CLIP模型. 作者:熊兮.章捷.岑鸣.临在 导读 随着自媒体的不断发展,多种模态数据例如图像.文本.语音.视频等不断增长,创 ...

  8. 揭秘!阿里实时数仓分布式事务Scale Out设计

    简介: Hybrid Transaction Analytical Processing(HTAP) 是著名信息技术咨询与分析公司Gartner在2014年提出的一个新的数据库系统定义,特指一类兼具O ...

  9. Java依赖冲突高效解决之道

    ​简介:由于阿里妈妈联盟团队负责业务的特殊性,系统有庞大的对外依赖,依赖集团六七十个团队服务及N多工具组件,通过此文和大家分享一下我们积累的一些复杂依赖有效治理的经验,除了简单技术技巧的总结外,也会探 ...

  10. 数字电路中的等效电路和FPGA中的等效电路

    欢迎各位朋友关注"郝旭帅电子设计团队",本微信公众号会定时更新相关技术类资料.软件等等,希望各位朋友都能在本微信公众号获得一些自己想要的"东西". 本篇内容主要 ...