Kubernetes-二进制高可用部署v1.23.x

news/2024/11/14 13:14:32/文章来源:https://www.cnblogs.com/Unstoppable9527/p/18354734

目录
  • 高可用架构
  • k8s集群组件
    • ectd
    • kube-apiserver
    • kube-scheduler
    • kube-controller-manager
    • kubelet
    • kube-proxy
    • kubectl
    • 高可用分析
    • 负载均衡节点设计
  • 1.环境准备
    • 1.1 环境规划
    • 1.2 所有节点配置host解析
    • 1.3 安装必备工具
    • 1.4 所有节点关闭防火墙、selinux、dnsmasq、swap
    • 1.5 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
  • 2.基本组件安装
    • 2.1 Containerd作为Runtime(二选一)
    • 2.2 Docker作为Runtime(二选一)
    • 2.3 K8s及etcd安装
      • 2.3.1 Master01下载kubernetes安装包
      • 2.3.2 以下操作都在master01执行
  • 3.生成证书
    • 3.1 Master01下载生成证书工具
    • 3.2 etcd证书
      • 3.2.1 所有Master节点创建etcd证书目录(只有master节点)
      • 3.2.2 所有节点创建kubernetes相关目录(包含node节点)
      • 3.2.3 Master01节点生成etcd证书
      • 3.2.4 将证书复制到其他master节点
    • 3.3 k8s组件证书
      • 3.3.1 Master01生成kubernetes证书
      • 3.3.2 Master01生成apiserver证书
      • 3.3.3 Master01生成controller-manage的证书
      • 3.3.4 Master01创建ServiceAccount Key à secret
      • 3.3.5 生成公钥
      • 3.3.6 发送证书至其他节点
  • 4.高可用配置
    • 4.1 所有master节点安装ha和keepalived
    • 4.2 ha配置(三台master节点ha配置都一样)
    • 4.3 keepalive配置
      • 4.3.1 master01
      • 4.3.2 master02
      • 4.3.3 master03
    • 4.4 启动 keepalived 和 haproxy 服务并加入开机启动
    • 4.5 编写健康检查脚本
  • 5.Kubernetes组件配置
    • 5.1 etcd配置
      • 5.1.1 master01
      • 5.1.2 master02
      • 5.1.3 master03
      • 5.1.4 配置systemd
    • 5.2 apiserver
      • 5.2.1 maser01配置
      • 5.2.2 master02配置
      • 5.2.3 master03配置
      • 5.2.4 启动apiserver
    • 5.3 Controller Manager
      • 5.3.1 所有master节点配置一样
      • 5.3.2 启动kube-controller-manager
    • 5.4 scheduler
      • 5.4.1 所有Master节点配置kube-scheduler service(所有master节点配置一样)
      • 5.4.2 启动
  • 6.TLS Bootstrapping配置
    • 6.1 Master01创建bootstrap
    • 6.2 拷贝管理集群文件
    • 6.3 创建bootstrap
  • 7.node节点配置
    • 7.1 复制证书
    • 7.2 kubelet配置
    • 7.3 查看集群状态
    • 7.4 kube-proxy配置
  • 8. 安装Calico网络插件
    • 8.1 更换POD的网段
    • 8.2 安装calico
    • 8.3 查看容器状态
  • 9.安装CoreDNS
      • 9.1 配置service网段
    • 9.2 安装CoreDNS
    • 9.3 检查状态
    • 9.4 安装最新版coredns
  • 10. 安装Metrics Server
    • 10.1 创建metrics
    • 10.2 检查状态
  • 11.安装Dashboard
  • 12.集群可用性验证
    • 12.1 节点需均正常
    • 12.2 Pod均需正常
    • 12.3 检查集群网段无任何冲突
    • 12.4 能够正常创建资源
    • 12.5 Pod 必须能够解析 Service(同 namespace 和跨 namespace)
    • 12.6 每个节点都必须要能访问 Kubernetes 的 kubernetes svc 443 和 kube-dns 的
    • service 53
    • 12.7 Pod 和 Pod 之间要能够正常通讯(同 namespace 和跨 namespace)
    • 12.8 Pod 和 Pod 之间要能够正常通讯(同机器和跨机器)

高可用架构

image.png

k8s集群组件

Kubernetes是属于主从设备模型(Master-Slave架构),即有Master节点负责核心的调度、管理和运维,Slave节点则执行用户的程序。在Kubernetes中,主节点一般被称为Master Node 或者 Head Node,而从节点则被称为Worker Node 或者 Node。
Tips:Master节点通常包括API Server、Scheduler、Controller Manager等组件,Node节点通常包括Kubelet、Kube-Proxy等组件!

看到蓝色框内的Control Plane,这个是整个集群的控制平面,相当于是master进程的加强版。k8s中的Control Plane一般都会运行在Master节点上面。在默认情况下,Master节点并不会运行应用工作负载,所有的应用工作负载都交由Node节点负责。

控制平面中的Master节点主要运行控制平面的各种组件,它们主要的作用就是维持整个k8s集群的正常工作、存储集群的相关信息,同时为集群提供故障转移、负载均衡、任务调度和高可用等功能。对于Master节点一般有多个用于保证高可用,而控制平面中的各个组件均以容器的Pod形式运行在Master节点中,大部分的组件需要在每个Master节点上都运行,少数如DNS服务等组件则只需要保证足够数量的高可用即可。

ectd

ETCD:集群的主数据库,保存了整个集群的状态; etcd负责节点间的服务发现和配置共享。etcd分布式键值存储系统, 用于保持集群状态,比如Pod、Service等对象信息
Kubernetes 集群的 etcd 数据库通常需要有个备份计划。此外还有一种k8s集群部署的高可用方案是将etcd数据库从容器中抽离出来,单独作为一个高可用数据库部署,从而为k8s提供稳定可靠的高可用数据库存储。

kube-apiserver

提供了资源操作的唯一入口,并提供认证、授权、访问控制、API注册和发现等机制;这是kubernetes API,作为集群的统一入口,各组件协调者,以HTTPAPI提供接口服务,所有对象资源的增删改查和监听操作都交给APIServer处理后再提交给Etcd存储

kube-scheduler

资源调度,按照预定的调度策略将Pod调度到相应的机器上;它负责节点资源管理,接受来自kube-apiserver创建Pods任务,并分配到某个节点。它会根据调度算法为新创建的Pod选择一个Node节点

kube-controller-manager

负责维护集群的状态,比如故障检测、自动扩展、滚动更新等;它用来执行整个系统中的后台任务,包括节点状态状况、Pod个数、Pods和Service的关联等, 一个资源对应一个控制器,而ControllerManager就是负责管理这些控制器的。
其中控制器包括:

  • 节点控制器(Node Controller): 负责在节点出现故障时进行通知和响应。
  • 副本控制器(Replication Controller): 负责为系统中的每个副本控制器对象维护正确数量的 Pod。
  • 端点控制器(Endpoints Controller): 填充端点(Endpoints)对象(即加入 Service 与 Pod)。
  • 服务帐户和令牌控制器(Service Account & Token Controllers): 为新的命名空间创建默认帐户和 API 访问令牌。

kubelet

负责维护容器的生命周期,负责管理pods和它们上面的容器,images镜像、volumes、etc。同时也负责Volume(CVI)和网络(CNI)的管理;kubelet运行在每个计算节点上,作为agent,接受分配该节点的Pods任务及管理容器,周期性获取容器状态,反馈给kube-apiserver; kubelet是Master在Node节点上的Agent,管理本机运行容器的生命周期,比如创建容器、Pod挂载数据卷、下载secret、获取容器和节点状态等工作。kubelet将每个Pod转换成一组容器。

kube-proxy

负责为Service提供cluster内部的服务发现和负载均衡;它运行在每个计算节点上,负责Pod网络代理。定时从etcd获取到service信息来做相应的策略。它在Node节点上实现Pod网络代理,维护网络规则和四层负载均衡工作。
由于性能问题,目前大部分企业用K8S进行实际生产时,都不会直接使用Kube-proxy作为服务代理,而是通过Ingress Controller来集成HAProxy, Nginx来代替Kube-proxy。

kubectl

客户端命令行工具,将接受的命令格式化后发送给kube-apiserver,作为整个系统的操作入口。

高可用分析

所有从集群(或所运行的 Pods)发出的 API 调用都终止于 API server,而API Server直接与ETCD数据库通讯。若仅部署单一的API server ,当API server所在的 VM 关机或者 API 服务器崩溃将导致不能停止、更新或者启动新的 Pod、服务或副本控制器;而ETCD存储若发生丢失,API 服务器将不能启动。
所以如下几个方面需要做到:

  1. 集群状态维持:K8S集群状态信息存储在ETCD集群中,该集群非常可靠,且可以分布在多个节点上。需要注意的是,在ETCD群集中至少应该有3个节点,且为了防止2网络分裂,节点的数量必须为奇数。
  2. API服务器冗余灾备:K8S的API server服务器是无状态的,从ETCD集群中能获取所有必要的数据。这意味着K8S集群中可以轻松地运行多个API服务器,而无需要进行协调,因此我们可以把负载均衡器(LB)放在这些服务器之前,使其对用户、Worker Node均透明。
  3. Master选举:一些主组件(Scheduler和Controller Manager)不能同时具有多个实例,可以想象多个Scheduler同时进行节点调度会导致多大的混乱。由于Controller Manager等组件通常扮演着一个守护进程的角色,当它自己失败时,K8S将没有更多的手段重新启动它自己,因此必须准备已经启动的组件随时准备取代它。高度可扩展的Kubernetes集群可以让这些组件在领导者选举模式下运行。这意味着虽然多个实例在运行,但是每次只有一个实例是活动的,如果它失败,则另一个实例被选为领导者并代替它。
  4. K8S高可用:只要K8S集群关键结点均高可用,则部署在K8S集群中的Pod、Service的高可用性就可以由K8S自行保证。

负载均衡节点设计

负载均衡节点承担着Worker Node集群和Master集群通讯的职责,同时Load Balance没有部署在K8S集群中,不受Controller Manager的监控,倘若Load Balance发生故障,将导致Node与Master的通讯全部中断,因此需要对负载均衡做高可用配置。Load Balance同样不能同时有多个实例在服务,因此使用Keepalived对部署了Load Balance的服务器进行监控,当发生失败时将虚拟IP(VIP)飘移至备份节点,确保集群继续可用。

1.环境准备

1.1 环境规划

主机规划

主机名 ip地址 备注
master01 10.0.0.171 master节点
master02 10.0.0.172 master节点
master03 10.0.0.173 master节点
node01 10.0.0.174 worker节点
VIP 10.0.0.200 keepalived虚拟IP

集群网络规划及版本说明**

配置信息 备注
系统版本 CentOS 7.9
docker版本 docker-ce-20.10.x
POD网段 172.16.0.0/16
Service网段 10.96.0.0

1.2 所有节点配置host解析

cat >> /etc/hosts <<'EOF'
10.0.0.171 master01
10.0.0.172 master02
10.0.0.173 master03
10.0.0.174 node01
EOF

1.3 安装必备工具

yum install wget jq psmisc vim net-tools telnet yum-utils device-mapper-persistent-data lvm2 git -y

1.4 所有节点关闭防火墙、selinux、dnsmasq、swap

1.#闭防火墙、selinux、dnsmasq/NetworkManager
systemctl disable --now firewalld
systemctl disable --now dnsmasq
systemctl disable --now NetworkManagersetenforce 0
sed -i 's#SELINUX=enforcing#SELINUX=disabled#g' /etc/sysconfig/selinux
sed -i 's#SELINUX=enforcing#SELINUX=disabled#g' /etc/selinux/config
#检查
grep ^SELINUX= /etc/selinux/config2.#关闭swap分区
swapoff -a && sysctl -w vm.swappiness=0
sed -ri '/^[^#]*swap/s@^@#@' /etc/fstab3.#安装工ntpdate时间同步服务
rpm -ivh http://mirrors.wlnmp.com/centos/wlnmp-release-centos.noarch.rpm
yum install ntpdate -y4.#所有节点同步时间
ln -sf /usr/share/zoneinfo/Asia/Shanghai /etc/localtime
echo 'Asia/Shanghai' >/etc/timezone
ntpdate time2.aliyun.com
# 加入到crontab
crontab -e
*/5 * * * * /usr/sbin/ntpdate time2.aliyun.com5.#所有节点配置limit
ulimit -SHn 65535
vi /etc/security/limits.conf
# 末尾添加如下内容
* soft nofile 655360
* hard nofile 131072
* soft nproc 655350
* hard nproc 655350
* soft memlock unlimited
* hard memlock unlimited

1.5 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

1.#生成密钥并发送到各个节点
ssh-keygen
for i in master02 master03 node01;do ssh-copy-id -i .ssh/id_rsa.pub $i;done2.#下载安装源码文件,提前在外网主机下载和推送到内网即可。
cd /root/ ; git clone https://github.com/dotbalo/k8s-ha-install.git
#如果无法下载就下载:https://gitee.com/dukuan/k8s-ha-install.git
scp -r  k8s-ha-install/ 10.0.0.161:~
检查
[root@master01 ~]# ls -l k8s-ha-install/
总用量 24
-rw-r--r-- 1 root root 18092 3月  20 09:39 LICENSE
drwxr-xr-x 2 root root    29 3月  20 09:39 metrics-server-0.3.7
drwxr-xr-x 2 root root   227 3月  20 09:39 metrics-server-3.6.1
-rw-r--r-- 1 root root   379 3月  20 09:39 README.md3.#所有节点升级系统并重启,此处升级没有升级内核,下节会单独升级内核
yum update -y --exclude=kernel* && reboot4.#CentOS 7升级所有机器内核至4.19
#提前在外网主机下载和推送到内网即可
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 master02 master03;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 $i:/root/ ; done5.#所有节点安装内核升级包
cd /root
yum localinstall -y kernel-ml*6.#修改内核启动顺序
grub2-set-default 0 && grub2-mkconfig -o /etc/grub2.cfg
grubby --args="user_namespace.enable=1" --update-kernel="$(grubby-default-kernel)"7.#检查默认内核是不是4.19
grubby --default-kernel8.#所有节点重启然后再查看内核版本
reboot
uname -a9.#所有节点安装ipvsadm
yum install ipvsadm ipset sysstat  libnetfilter_conntrack-devel -y10.#所有节点配置ipvs模块   内核4.19+版本 nf_conntrack_ipv4 改为 nf_conntrack   4.18以下使用 nf_conntrack_ipv4
cat > /etc/sysconfig/modules/ipvs.modules <<EOF
modprobe -- ip_vs
modprobe -- ip_vs_rr
modprobe -- ip_vs_wrr
modprobe -- ip_vs_sh
modprobe -- nf_conntrack_ipv4
EOF内核4.19+版本
# 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
systemctl enable --now systemd-modules-load.service#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
net.ipv4.conf.all.route_localnet = 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
EOFsysctl --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

2.基本组件安装

2.1 Containerd作为Runtime(二选一)

#1.配置docker源
curl -o /etc/yum.repos.d/CentOS-Base.repo http://mirrors.aliyun.com/repo/Centos-7.repo
curl -o /etc/yum.repos.d/docker-ce.repo https://download.docker.com/linux/centos/docker-ce.repo
sed -i 's+download.docker.com+mirrors.tuna.tsinghua.edu.cn/docker-ce+' /etc/yum.repos.d/docker-ce.repo#2.所有节点安装docker-ce-20.10
yum install docker-ce-20.10.* docker-ce-cli-20.10.* containerd -y#3.首先配置Containerd所需的模块(所有节点)
cat <<EOF | sudo tee /etc/modules-load.d/containerd.conf
overlay
br_netfilter
EOF#4.所有节点加载模块
modprobe -- overlay
modprobe -- br_netfilter#5.所有节点,配置Containerd所需的内核:
cat <<EOF | sudo tee /etc/sysctl.d/99-kubernetes-cri.conf
net.bridge.bridge-nf-call-iptables  = 1
net.ipv4.ip_forward                 = 1
net.bridge.bridge-nf-call-ip6tables = 1
EOF#6.所有节点加载内核
sysctl --system#7.所有节点配置Containerd的配置文件
mkdir -p /etc/containerd
containerd config default | tee /etc/containerd/config.toml#8.所有节点将Containerd的Cgroup改为Systemd:
vim /etc/containerd/config.toml
找到containerd.runtimes.runc.options,添加SystemdCgroup = true(如果已存在直接修改,否则会报错),如下图所示#9.所有节点将sandbox_image的Pause镜像改成符合自己版本的地址:
registry.cn-hangzhou.aliyuncs.com/google_containers/pause:3.6#10.所有节点启动Containerd,并配置开机自启动
systemctl daemon-reload
systemctl enable --now containerd#11.所有节点配置crictl客户端连接的运行时位置
cat > /etc/crictl.yaml <<EOF
runtime-endpoint: unix:///run/containerd/containerd.sock
image-endpoint: unix:///run/containerd/containerd.sock
timeout: 10
debug: false
EOF

image.png
image.png

2.2 Docker作为Runtime(二选一)

yum install docker-ce-20.10.* docker-ce-cli-20.10.* -y2.由于新版Kubelet建议使用systemd,所以把Docker的CgroupDriver也改成systemd:
mkdir -pv /etc/docker && cat <<EOF | sudo tee /etc/docker/daemon.json
{"insecure-registries": ["k8s161.registry.com:5000"],"registry-mirrors": ["https://tuv7rqqq.mirror.aliyuncs.com"],"exec-opts": ["native.cgroupdriver=systemd"]
}
EOF3.所有节点设置开机自启动Docker:
systemctl daemon-reload && systemctl enable --now docker 
systemctl status docker

2.3 K8s及etcd安装

2.3.1 Master01下载kubernetes安装包
(1.23.0需要更改为你看到的最新版本)
[t@master01 ~]# wget https://dl.k8s.io/v1.23.0/kubernetes-server-linux-amd64.tar.gz --no-check-certificate
2.3.2 以下操作都在master01执行
#1.下载etcd安装包
[root@master01 ~]# wget https://github.com/etcd-io/etcd/releases/download/v3.5.1/etcd-v3.5.1-linux-amd64.tar.gz#2.解压kubernetes安装文件
[root@master01 ~]# tar -xf kubernetes-server-linux-amd64.tar.gz  --strip-components=3 -C /usr/local/bin kubernetes/server/bin/kube{let,ctl,-apiserver,-controller-manager,-scheduler,-proxy}
#检查
[root@master01 ~]#ll /usr/local/bin/#3.解压etcd安装文件
[root@master01 ~]#  tar -zxvf etcd-v3.5.1-linux-amd64.tar.gz --strip-components=1 -C /usr/local/bin etcd-v3.5.1-linux-amd64/etcd{,ctl}#4.版本查看
[root@master01 ~]# z
Kubernetes v1.23.0
[root@k8s-master01 ~]# etcdctl version
etcdctl version: 3.5.1
API version: 3.5#5.将组件发送到其他节点
MasterNodes='master02 master03'
WorkNodes='node01'#发送到master节点
for NODE in $MasterNodes; do echo $NODE; scp /usr/local/bin/kube{let,ctl,-apiserver,-controller-manager,-scheduler,-proxy} $NODE:/usr/local/bin/; scp /usr/local/bin/etcd* $NODE:/usr/local/bin/; done#发送到node节点
for NODE in $WorkNodes; do     scp /usr/local/bin/kube{let,-proxy} $NODE:/usr/local/bin/ ; done#6.所有节点创建/opt/cni/bin目录
mkdir -p /opt/cni/bin#7.切换分支
Master01节点切换到1.23.x分支(其他版本可以切换到其他分支,.x即可,不需要更改为具体的小版本)
cd /root/k8s-ha-install && git checkout manual-installation-v1.23.x

3.生成证书

二进制安装最关键步骤,一步错误全盘皆输,一定要注意每个步骤都要是正确的

3.1 Master01下载生成证书工具

wget "https://pkg.cfssl.org/R1.2/cfssl_linux-amd64" -O /usr/local/bin/cfssl --no-check-certificatewget "https://pkg.cfssl.org/R1.2/cfssljson_linux-amd64" -O /usr/local/bin/cfssljson  --no-check-certificatechmod +x /usr/local/bin/cfssl /usr/local/bin/cfssljson

3.2 etcd证书

3.2.1 所有Master节点创建etcd证书目录(只有master节点)
#1.所有Master节点创建etcd证书目录(只有master节点)
mkdir /etc/etcd/ssl -p
3.2.2 所有节点创建kubernetes相关目录(包含node节点)
#2.所有节点创建kubernetes相关目录(包含node节点)
mkdir -p /etc/kubernetes/pki
3.2.3 Master01节点生成etcd证书
#3.Master01节点生成etcd证书
生成证书的CSR文件:证书签名请求文件,配置了一些域名、公司、单位
[root@master01 pki]# cd /root/k8s-ha-install/pki
# 生成etcd CA证书和CA证书的key
[root@master01 pki]# cfssl gencert -initca etcd-ca-csr.json | cfssljson -bare /etc/etcd/ssl/etcd-ca
#执行结果
2024/02/07 21:40:35 [INFO] generating a new CA key and certificate from CSR
2024/02/07 21:40:35 [INFO] generate received request
2024/02/07 21:40:35 [INFO] received CSR
2024/02/07 21:40:35 [INFO] generating key: rsa-2048
2024/02/07 21:40:35 [INFO] encoded CSR
2024/02/07 21:40:35 [INFO] signed certificate with serial number 15435287298841637632737384505024999389891829919[root@master01 pki]# cfssl gencert \-ca=/etc/etcd/ssl/etcd-ca.pem \-ca-key=/etc/etcd/ssl/etcd-ca-key.pem \-config=ca-config.json \-hostname=127.0.0.1,master01,master02,master03,10.0.0.171,10.0.0.172,10.0.0.173 \-profile=kubernetes \etcd-csr.json | cfssljson -bare /etc/etcd/ssl/etcd#执行结果
2023/05/20 20:06:11 [INFO] generate received request
2023/05/20 20:06:11 [INFO] received CSR
2023/05/20 20:06:11 [INFO] generating key: rsa-2048
2023/05/20 20:06:11 [INFO] encoded CSR
2023/05/20 20:06:11 [INFO] signed certificate with serial number 293681993470974662958952098256195962671277009891
3.2.4 将证书复制到其他master节点
#4.将证书复制到其他master节点
MasterNodes='master02 master03'for NODE in $MasterNodes; dossh $NODE "mkdir -p /etc/etcd/ssl"for FILE in etcd-ca-key.pem  etcd-ca.pem  etcd-key.pem  etcd.pem; doscp /etc/etcd/ssl/${FILE} $NODE:/etc/etcd/ssl/${FILE}donedone

3.3 k8s组件证书

3.3.1 Master01生成kubernetes证书
[root@k8s-master01 pki]# cd /root/k8s-ha-install/pkicfssl gencert -initca ca-csr.json | cfssljson -bare /etc/kubernetes/pki/ca
3.3.2 Master01生成apiserver证书
#注释
# 10.96.0.1是k8s service的网段,如果说需要更改k8s service网段,那就需要更改10.96.0.1,
# 如果不是高可用集群,10.0.0.200为Master01的IP,这里的10.0.0.200是vipcfssl gencert  -ca=/etc/kubernetes/pki/ca.pem   -ca-key=/etc/kubernetes/pki/ca-key.pem   -config=ca-config.json   -hostname=10.96.0.1,10.0.0.200,127.0.0.1,kubernetes,kubernetes.default,kubernetes.default.svc,kubernetes.default.svc.cluster,kubernetes.default.svc.cluster.local,10.0.0.171,10.0.0.172,10.0.0.173   -profile=kubernetes   apiserver-csr.json | cfssljson -bare /etc/kubernetes/pki/apiserver#生成apiserver的聚合证书。Requestheader-client-xxx  requestheader-allowwd-xxx:aggerator
cfssl gencert   -initca front-proxy-ca-csr.json | cfssljson -bare /etc/kubernetes/pki/front-proxy-ca cfssl gencert   -ca=/etc/kubernetes/pki/front-proxy-ca.pem   -ca-key=/etc/kubernetes/pki/front-proxy-ca-key.pem   -config=ca-config.json   -profile=kubernetes   front-proxy-client-csr.json | cfssljson -bare /etc/kubernetes/pki/front-proxy-client#返回结果(忽略警告)
2023/05/20 20:23:00 [WARNING] This certificate lacks a "hosts" field. This makes it unsuitable for
websites. For more information see the Baseline Requirements for the Issuance and Management
of Publicly-Trusted Certificates, v.1.1.6, from the CA/Browser Forum (https://cabforum.org);
specifically, section 10.2.3 ("Information Requirements").

image.png

3.3.3 Master01生成controller-manage的证书
cfssl gencert \-ca=/etc/kubernetes/pki/ca.pem \-ca-key=/etc/kubernetes/pki/ca-key.pem \-config=ca-config.json \-profile=kubernetes \manager-csr.json | cfssljson -bare /etc/kubernetes/pki/controller-manager
#返回结果(忽略警告)# 注意,如果不是高可用集群,10.0.0.200:16443改为master01的地址,16443改为apiserver的端口,默认是6443
# set-cluster:设置一个集群项
kubectl config set-cluster kubernetes \--certificate-authority=/etc/kubernetes/pki/ca.pem \--embed-certs=true \--server=https://10.0.0.200:16443 \--kubeconfig=/etc/kubernetes/controller-manager.kubeconfig# 设置一个环境项,一个上下文
kubectl config set-context system:kube-controller-manager@kubernetes \--cluster=kubernetes \--user=system:kube-controller-manager \--kubeconfig=/etc/kubernetes/controller-manager.kubeconfig# set-credentials 设置一个用户项
kubectl config set-credentials system:kube-controller-manager \--client-certificate=/etc/kubernetes/pki/controller-manager.pem \--client-key=/etc/kubernetes/pki/controller-manager-key.pem \--embed-certs=true \--kubeconfig=/etc/kubernetes/controller-manager.kubeconfig#用某个环境当做默认环境
kubectl config use-context system:kube-controller-manager@kubernetes \--kubeconfig=/etc/kubernetes/controller-manager.kubeconfigcfssl gencert \-ca=/etc/kubernetes/pki/ca.pem \-ca-key=/etc/kubernetes/pki/ca-key.pem \-config=ca-config.json \-profile=kubernetes \scheduler-csr.json | cfssljson -bare /etc/kubernetes/pki/scheduler# 注意,如果不是高可用集群,10.0.0.200:16443改为master01的地址,16443改为apiserver的端口,默认是6443kubectl config set-cluster kubernetes \--certificate-authority=/etc/kubernetes/pki/ca.pem \--embed-certs=true \--server=https://10.0.0.200:16443 \--kubeconfig=/etc/kubernetes/scheduler.kubeconfigkubectl config set-credentials system:kube-scheduler \--client-certificate=/etc/kubernetes/pki/scheduler.pem \--client-key=/etc/kubernetes/pki/scheduler-key.pem \--embed-certs=true \--kubeconfig=/etc/kubernetes/scheduler.kubeconfigkubectl config set-context system:kube-scheduler@kubernetes \--cluster=kubernetes \--user=system:kube-scheduler \--kubeconfig=/etc/kubernetes/scheduler.kubeconfigkubectl config use-context system:kube-scheduler@kubernetes \--kubeconfig=/etc/kubernetes/scheduler.kubeconfigcfssl gencert \-ca=/etc/kubernetes/pki/ca.pem \-ca-key=/etc/kubernetes/pki/ca-key.pem \-config=ca-config.json \-profile=kubernetes \admin-csr.json | cfssljson -bare /etc/kubernetes/pki/admin# 注意,如果不是高可用集群,10.0.0.200:16443改为master01的地址,16443改为apiserver的端口,默认是6443
kubectl config set-cluster kubernetes     --certificate-authority=/etc/kubernetes/pki/ca.pem     --embed-certs=true     --server=https://10.0.0.200:16443     --kubeconfig=/etc/kubernetes/admin.kubeconfigkubectl config set-credentials kubernetes-admin     --client-certificate=/etc/kubernetes/pki/admin.pem     --client-key=/etc/kubernetes/pki/admin-key.pem     --embed-certs=true     --kubeconfig=/etc/kubernetes/admin.kubeconfigkubectl config set-context kubernetes-admin@kubernetes     --cluster=kubernetes     --user=kubernetes-admin     --kubeconfig=/etc/kubernetes/admin.kubeconfigkubectl config use-context kubernetes-admin@kubernetes     --kubeconfig=/etc/kubernetes/admin.kubeconfig
3.3.4 Master01创建ServiceAccount Key à secret
openssl genrsa -out /etc/kubernetes/pki/sa.key 2048

返回结果
image.png

3.3.5 生成公钥
 openssl rsa -in /etc/kubernetes/pki/sa.key -pubout -out /etc/kubernetes/pki/sa.pub
3.3.6 发送证书至其他节点
for NODE in master02 master03; dofor FILE in $(ls /etc/kubernetes/pki | grep -v etcd); doscp /etc/kubernetes/pki/${FILE} $NODE:/etc/kubernetes/pki/${FILE};done;for FILE in admin.kubeconfig controller-manager.kubeconfig scheduler.kubeconfig; doscp /etc/kubernetes/${FILE} $NODE:/etc/kubernetes/${FILE};done;
done

3.3.7 所有master节点查看证书

[root@master01 pki]# ls /etc/kubernetes/pki/ |wc -l

4.高可用配置

4.1 所有master节点安装ha和keepalived

yum install keepalived haproxy -y

4.2 ha配置(三台master节点ha配置都一样)

mkdir /etc/haproxy/
cat > /etc/haproxy/haproxy.cfg <<EOFglobalmaxconn  2000ulimit-n  16384log  127.0.0.1 local0 errstats timeout 30sdefaultslog globalmode  httpoption  httplogtimeout connect 5000timeout client  50000timeout server  50000timeout http-request 15stimeout http-keep-alive 15sfrontend monitor-inbind *:33305mode httpoption httplogmonitor-uri /monitorfrontend k8s-masterbind 0.0.0.0:16443bind 127.0.0.1:16443mode tcpoption tcplogtcp-request inspect-delay 5sdefault_backend k8s-masterbackend k8s-mastermode tcpoption tcplogoption tcp-checkbalance roundrobindefault-server inter 10s downinter 5s rise 2 fall 2 slowstart 60s maxconn 250 maxqueue 256 weight 100server master01 10.0.0.171:6443  checkserver master02 10.0.0.172:6443  checkserver master03 10.0.0.173:6443  check
EOF

4.3 keepalive配置

4.3.1 master01
cat > /etc/keepalived/keepalived.conf <<EOF! Configuration File for keepalived
global_defs {router_id LVS_DEVEL
script_user rootenable_script_security
}
vrrp_script chk_apiserver {script "/etc/keepalived/check_apiserver.sh"interval 5weight -5fall 2  
rise 1
} 
vrrp_instance VI_1 {        #实例名字为VI_1,相同实例的备节点名字要和这个相同state MASTER            #状态为MASTER,备节点状态需要为BACKUPinterface eth0          #通信接口为eth0,此参数备节点设置和主节点相同mcast_src_ip 10.0.0.171virtual_router_id 51    #实例ID为55,keepalived.conf里唯一priority 100            #优先级为150,备节点的优先级必须比此数字低advert_int 1            #通信检查间隔时间1秒authentication {auth_type PASS      #PASS认证类型,此参数备节点设置和主节点相同auth_pass K8SHA_KA_AUTH      #密码是1111,此参数备节点设置和主节点相同。}virtual_ipaddress {10.0.0.200 dev eth0 label eth0:3 #虚拟IP}track_script {chk_apiserver    #模块}
}
EOF
4.3.2 master02
cat > /etc/keepalived/keepalived.conf <<EOF! Configuration File for keepalived
global_defs {router_id LVS_DEVEL
script_user rootenable_script_security
}
vrrp_script chk_apiserver {script "/etc/keepalived/check_apiserver.sh"interval 5weight -5fall 2  
rise 1
} 
vrrp_instance VI_1 {        #实例名字为VI_1,相同实例的备节点名字要和这个相同state BACKUP            #状态为MASTER,备节点状态需要为BACKUPinterface eth0          #通信接口为eth0,此参数备节点设置和主节点相同mcast_src_ip 10.0.0.172virtual_router_id 51    #实例ID为55,keepalived.conf里唯一priority 50            #优先级为150,备节点的优先级必须比此数字低advert_int 1            #通信检查间隔时间1秒authentication {auth_type PASS      #PASS认证类型,此参数备节点设置和主节点相同auth_pass 1111      #密码是1111,此参数备节点设置和主节点相同。}virtual_ipaddress {10.0.0.200 dev eth0 label eth0:3 #虚拟IP}track_script {chk_apiserver    #模块}
}
EOF
4.3.3 master03
cat > /etc/keepalived/keepalived.conf <<EOF! Configuration File for keepalived
global_defs {router_id LVS_DEVEL
script_user rootenable_script_security
}
vrrp_script chk_apiserver {script "/etc/keepalived/check_apiserver.sh"interval 5weight -5fall 2  
rise 1
} 
vrrp_instance VI_1 {        #实例名字为VI_1,相同实例的备节点名字要和这个相同state BACKUP            #状态为MASTER,备节点状态需要为BACKUPinterface eth0          #通信接口为eth0,此参数备节点设置和主节点相同mcast_src_ip 10.0.0.173virtual_router_id 51    #实例ID为55,keepalived.conf里唯一priority 50            #优先级为150,备节点的优先级必须比此数字低advert_int 1            #通信检查间隔时间1秒authentication {auth_type PASS      #PASS认证类型,此参数备节点设置和主节点相同auth_pass 1111      #密码是1111,此参数备节点设置和主节点相同。}virtual_ipaddress {10.0.0.200 dev eth0 label eth0:3 #虚拟IP}track_script {chk_apiserver    #模块}
}
EOF

4.4 启动 keepalived 和 haproxy 服务并加入开机启动

systemctl enable keepalived && systemctl start keepalived && systemctl status keepalived
systemctl enable haproxy && systemctl start haproxy && systemctl status haproxy

4.5 编写健康检查脚本

[root@master01 ~]#  vim /etc/keepalived/check_apiserver.sh
#!/bin/bash
err=0
for k in $(seq 1 3)
docheck_code=$(pgrep haproxy)if [[ $check_code == "" ]]; thenerr=$(expr $err + 1)sleep 1continueelseerr=0breakfi
doneif [[ $err != "0" ]]; thenecho "systemctl stop keepalived"/usr/bin/systemctl stop keepalivedexit 1
elseexit 0
fi

5.Kubernetes组件配置

5.1 etcd配置

5.1.1 master01
cat > /etc/etcd/etcd.config.yml  <<EOF
name: 'master01'
data-dir: /var/lib/etcd
wal-dir: /var/lib/etcd/wal
snapshot-count: 5000
heartbeat-interval: 100
election-timeout: 1000
quota-backend-bytes: 0
listen-peer-urls: 'https://10.0.0.171:2380'
listen-client-urls: 'https://10.0.0.171:2379,http://127.0.0.1:2379'
max-snapshots: 3
max-wals: 5
cors:
initial-advertise-peer-urls: 'https://10.0.0.171:2380'
advertise-client-urls: 'https://10.0.0.171:2379'
discovery:
discovery-fallback: 'proxy'
discovery-proxy:
discovery-srv:
initial-cluster: 'master01=https://10.0.0.171:2380,master02=https://10.0.0.172:2380,master03=https://10.0.0.173:2380'
initial-cluster-token: 'etcd-k8s-cluster'
initial-cluster-state: 'new'
strict-reconfig-check: false
enable-v2: true
enable-pprof: true
proxy: 'off'
proxy-failure-wait: 5000
proxy-refresh-interval: 30000
proxy-dial-timeout: 1000
proxy-write-timeout: 5000
proxy-read-timeout: 0
client-transport-security:cert-file: '/etc/kubernetes/pki/etcd/etcd.pem'key-file: '/etc/kubernetes/pki/etcd/etcd-key.pem'client-cert-auth: truetrusted-ca-file: '/etc/kubernetes/pki/etcd/etcd-ca.pem'auto-tls: true
peer-transport-security:cert-file: '/etc/kubernetes/pki/etcd/etcd.pem'key-file: '/etc/kubernetes/pki/etcd/etcd-key.pem'peer-client-cert-auth: truetrusted-ca-file: '/etc/kubernetes/pki/etcd/etcd-ca.pem'auto-tls: true
debug: false
log-package-levels:
log-outputs: [default]
force-new-cluster: false
EOF
5.1.2 master02
cat > /etc/etcd/etcd.config.yml  <<EOF
name: 'master02'
data-dir: /var/lib/etcd
wal-dir: /var/lib/etcd/wal
snapshot-count: 5000
heartbeat-interval: 100
election-timeout: 1000
quota-backend-bytes: 0
listen-peer-urls: 'https://10.0.0.172:2380'
listen-client-urls: 'https://10.0.0.172:2379,http://127.0.0.1:2379'
max-snapshots: 3
max-wals: 5
cors:
initial-advertise-peer-urls: 'https://10.0.0.172:2380'
advertise-client-urls: 'https://10.0.0.172:2379'
discovery:
discovery-fallback: 'proxy'
discovery-proxy:
discovery-srv:
initial-cluster: 'master01=https://10.0.0.171:2380,master02=https://10.0.0.172:2380,master03=https://10.0.0.173:2380'
initial-cluster-token: 'etcd-k8s-cluster'
initial-cluster-state: 'new'
strict-reconfig-check: false
enable-v2: true
enable-pprof: true
proxy: 'off'
proxy-failure-wait: 5000
proxy-refresh-interval: 30000
proxy-dial-timeout: 1000
proxy-write-timeout: 5000
proxy-read-timeout: 0
client-transport-security:cert-file: '/etc/kubernetes/pki/etcd/etcd.pem'key-file: '/etc/kubernetes/pki/etcd/etcd-key.pem'client-cert-auth: truetrusted-ca-file: '/etc/kubernetes/pki/etcd/etcd-ca.pem'auto-tls: true
peer-transport-security:cert-file: '/etc/kubernetes/pki/etcd/etcd.pem'key-file: '/etc/kubernetes/pki/etcd/etcd-key.pem'peer-client-cert-auth: truetrusted-ca-file: '/etc/kubernetes/pki/etcd/etcd-ca.pem'auto-tls: true
debug: false
log-package-levels:
log-outputs: [default]
force-new-cluster: false
EOF
5.1.3 master03
cat > /etc/etcd/etcd.config.yml  <<EOF
name: 'master03'
data-dir: /var/lib/etcd
wal-dir: /var/lib/etcd/wal
snapshot-count: 5000
heartbeat-interval: 100
election-timeout: 1000
quota-backend-bytes: 0
listen-peer-urls: 'https://10.0.0.173:2380'
listen-client-urls: 'https://10.0.0.173:2379,http://127.0.0.1:2379'
max-snapshots: 3
max-wals: 5
cors:
initial-advertise-peer-urls: 'https://10.0.0.173:2380'
advertise-client-urls: 'https://10.0.0.173:2379'
discovery:
discovery-fallback: 'proxy'
discovery-proxy:
discovery-srv:
initial-cluster: 'master01=https://10.0.0.171:2380,master02=https://10.0.0.172:2380,master03=https://10.0.0.173:2380'
initial-cluster-token: 'etcd-k8s-cluster'
initial-cluster-state: 'new'
strict-reconfig-check: false
enable-v2: true
enable-pprof: true
proxy: 'off'
proxy-failure-wait: 5000
proxy-refresh-interval: 30000
proxy-dial-timeout: 1000
proxy-write-timeout: 5000
proxy-read-timeout: 0
client-transport-security:cert-file: '/etc/kubernetes/pki/etcd/etcd.pem'key-file: '/etc/kubernetes/pki/etcd/etcd-key.pem'client-cert-auth: truetrusted-ca-file: '/etc/kubernetes/pki/etcd/etcd-ca.pem'auto-tls: true
peer-transport-security:cert-file: '/etc/kubernetes/pki/etcd/etcd.pem'key-file: '/etc/kubernetes/pki/etcd/etcd-key.pem'peer-client-cert-auth: truetrusted-ca-file: '/etc/kubernetes/pki/etcd/etcd-ca.pem'auto-tls: true
debug: false
log-package-levels:
log-outputs: [default]
force-new-cluster: false
EOF
5.1.4 配置systemd
#1.所有Master节点创建etcd service并启动
cat > /usr/lib/systemd/system/etcd.service <<EOF
[Unit]
Description=Etcd Service
Documentation=https://coreos.com/etcd/docs/latest/
After=network.target[Service]
Type=notify
ExecStart=/usr/local/bin/etcd --config-file=/etc/etcd/etcd.config.yml
Restart=on-failure
RestartSec=10
LimitNOFILE=65536[Install]
WantedBy=multi-user.target
Alias=etcd3.service
EOF#2.所有Master节点创建etcd的证书目录
mkdir /etc/kubernetes/pki/etcd
ln -s /etc/etcd/ssl/* /etc/kubernetes/pki/etcd/
systemctl daemon-reload
systemctl enable --now etcd
systemctl status etcd#3.查看etcd状态
export ETCDCTL_API=3
etcdctl --endpoints="10.0.0.171:2379,10.0.0.172:2379,10.0.0.173:2379" --cacert=/etc/kubernetes/pki/etcd/etcd-ca.pem --cert=/etc/kubernetes/pki/etcd/etcd.pem --key=/etc/kubernetes/pki/etcd/etcd-key.pem  endpoint status --write-out=table

5.2 apiserver

所有Master节点创建kube-apiserver service,# 注意,如果不是高可用集群,10.0.0.200改为master01的地址

5.2.1 maser01配置
注意本文档使用的k8s service网段为10.96.0.0/16,该网段不能和宿主机的网段、Pod网段的重复,请按需修改cat > /usr/lib/systemd/system/kube-apiserver.service  <<EOF[Unit]
Description=Kubernetes API Server
Documentation=https://github.com/kubernetes/kubernetes
After=network.target[Service]
ExecStart=/usr/local/bin/kube-apiserver \--v=2  \--allow-privileged=true  \--bind-address=0.0.0.0  \--secure-port=6443  \--advertise-address=10.0.0.171 \--service-cluster-ip-range=10.96.0.0/16  \--service-node-port-range=30000-32767  \--etcd-servers=https://10.0.0.171:2379,https://10.0.0.172:2379,https://10.0.0.173:2379 \--etcd-cafile=/etc/etcd/ssl/etcd-ca.pem  \--etcd-certfile=/etc/etcd/ssl/etcd.pem  \--etcd-keyfile=/etc/etcd/ssl/etcd-key.pem  \--client-ca-file=/etc/kubernetes/pki/ca.pem  \--tls-cert-file=/etc/kubernetes/pki/apiserver.pem  \--tls-private-key-file=/etc/kubernetes/pki/apiserver-key.pem  \--kubelet-client-certificate=/etc/kubernetes/pki/apiserver.pem  \--kubelet-client-key=/etc/kubernetes/pki/apiserver-key.pem  \--service-account-key-file=/etc/kubernetes/pki/sa.pub  \--service-account-signing-key-file=/etc/kubernetes/pki/sa.key  \--service-account-issuer=https://kubernetes.default.svc.cluster.local \--kubelet-preferred-address-types=InternalIP,ExternalIP,Hostname  \--enable-admission-plugins=NamespaceLifecycle,LimitRanger,ServiceAccount,DefaultStorageClass,DefaultTolerationSeconds,NodeRestriction,ResourceQuota  \--authorization-mode=Node,RBAC  \--enable-bootstrap-token-auth=true  \--requestheader-client-ca-file=/etc/kubernetes/pki/front-proxy-ca.pem  \--proxy-client-cert-file=/etc/kubernetes/pki/front-proxy-client.pem  \--proxy-client-key-file=/etc/kubernetes/pki/front-proxy-client-key.pem  \--requestheader-allowed-names=aggregator  \--requestheader-group-headers=X-Remote-Group  \--requestheader-extra-headers-prefix=X-Remote-Extra-  \--requestheader-username-headers=X-Remote-User# --token-auth-file=/etc/kubernetes/token.csvRestart=on-failure
RestartSec=10s
LimitNOFILE=65535[Install]
WantedBy=multi-user.target
EOF
5.2.2 master02配置
cat > /usr/lib/systemd/system/kube-apiserver.service  <<EOF[Unit]
Description=Kubernetes API Server
Documentation=https://github.com/kubernetes/kubernetes
After=network.target[Service]
ExecStart=/usr/local/bin/kube-apiserver \--v=2  \--allow-privileged=true  \--bind-address=0.0.0.0  \--secure-port=6443  \--advertise-address=10.0.0.172 \--service-cluster-ip-range=10.96.0.0/16  \--service-node-port-range=30000-32767  \--etcd-servers=https://10.0.0.171:2379,https://10.0.0.172:2379,https://10.0.0.173:2379 \--etcd-cafile=/etc/etcd/ssl/etcd-ca.pem  \--etcd-certfile=/etc/etcd/ssl/etcd.pem  \--etcd-keyfile=/etc/etcd/ssl/etcd-key.pem  \--client-ca-file=/etc/kubernetes/pki/ca.pem  \--tls-cert-file=/etc/kubernetes/pki/apiserver.pem  \--tls-private-key-file=/etc/kubernetes/pki/apiserver-key.pem  \--kubelet-client-certificate=/etc/kubernetes/pki/apiserver.pem  \--kubelet-client-key=/etc/kubernetes/pki/apiserver-key.pem  \--service-account-key-file=/etc/kubernetes/pki/sa.pub  \--service-account-signing-key-file=/etc/kubernetes/pki/sa.key  \--service-account-issuer=https://kubernetes.default.svc.cluster.local \--kubelet-preferred-address-types=InternalIP,ExternalIP,Hostname  \--enable-admission-plugins=NamespaceLifecycle,LimitRanger,ServiceAccount,DefaultStorageClass,DefaultTolerationSeconds,NodeRestriction,ResourceQuota  \--authorization-mode=Node,RBAC  \--enable-bootstrap-token-auth=true  \--requestheader-client-ca-file=/etc/kubernetes/pki/front-proxy-ca.pem  \--proxy-client-cert-file=/etc/kubernetes/pki/front-proxy-client.pem  \--proxy-client-key-file=/etc/kubernetes/pki/front-proxy-client-key.pem  \--requestheader-allowed-names=aggregator  \--requestheader-group-headers=X-Remote-Group  \--requestheader-extra-headers-prefix=X-Remote-Extra-  \--requestheader-username-headers=X-Remote-UserRestart=on-failure
RestartSec=10s
LimitNOFILE=65535[Install]
WantedBy=multi-user.target
EOF
5.2.3 master03配置
cat > /usr/lib/systemd/system/kube-apiserver.service  <<EOF
[Unit]
Description=Kubernetes API Server
Documentation=https://github.com/kubernetes/kubernetes
After=network.target[Service]
ExecStart=/usr/local/bin/kube-apiserver \--v=2  \--allow-privileged=true  \--bind-address=0.0.0.0  \--secure-port=6443  \--advertise-address=10.0.0.173 \--service-cluster-ip-range=10.96.0.0/16  \--service-node-port-range=30000-32767  \--etcd-servers=https://10.0.0.171:2379,https://10.0.0.172:2379,https://10.0.0.173:2379 \--etcd-cafile=/etc/etcd/ssl/etcd-ca.pem  \--etcd-certfile=/etc/etcd/ssl/etcd.pem  \--etcd-keyfile=/etc/etcd/ssl/etcd-key.pem  \--client-ca-file=/etc/kubernetes/pki/ca.pem  \--tls-cert-file=/etc/kubernetes/pki/apiserver.pem  \--tls-private-key-file=/etc/kubernetes/pki/apiserver-key.pem  \--kubelet-client-certificate=/etc/kubernetes/pki/apiserver.pem  \--kubelet-client-key=/etc/kubernetes/pki/apiserver-key.pem  \--service-account-key-file=/etc/kubernetes/pki/sa.pub  \--service-account-signing-key-file=/etc/kubernetes/pki/sa.key  \--service-account-issuer=https://kubernetes.default.svc.cluster.local \--kubelet-preferred-address-types=InternalIP,ExternalIP,Hostname  \--enable-admission-plugins=NamespaceLifecycle,LimitRanger,ServiceAccount,DefaultStorageClass,DefaultTolerationSeconds,NodeRestriction,ResourceQuota  \--authorization-mode=Node,RBAC  \--enable-bootstrap-token-auth=true  \--requestheader-client-ca-file=/etc/kubernetes/pki/front-proxy-ca.pem  \--proxy-client-cert-file=/etc/kubernetes/pki/front-proxy-client.pem  \--proxy-client-key-file=/etc/kubernetes/pki/front-proxy-client-key.pem  \--requestheader-allowed-names=aggregator  \--requestheader-group-headers=X-Remote-Group  \--requestheader-extra-headers-prefix=X-Remote-Extra-  \--requestheader-username-headers=X-Remote-UserRestart=on-failure
RestartSec=10s
LimitNOFILE=65535[Install]
WantedBy=multi-user.target
EOF
5.2.4 启动apiserver
#所有Master节点开启kube-apiserver
systemctl daemon-reload && systemctl enable --now kube-apiserver#检测kube-server状态systemctl status kube-apiserver

5.3 Controller Manager

5.3.1 所有master节点配置一样
#所有Master节点配置kube-controller-manager service(所有master节点配置一样)
#注意本文档使用的k8s Pod网段为172.16.0.0/12,该网段不能和宿主机的网段、k8s Service网段的重复,请按需修改
cat > /usr/lib/systemd/system/kube-controller-manager.service <<EOF
[Unit]
Description=Kubernetes Controller Manager
Documentation=https://github.com/kubernetes/kubernetes
After=network.target[Service]
ExecStart=/usr/local/bin/kube-controller-manager \--v=2 \--root-ca-file=/etc/kubernetes/pki/ca.pem \--cluster-signing-cert-file=/etc/kubernetes/pki/ca.pem \--cluster-signing-key-file=/etc/kubernetes/pki/ca-key.pem \--service-account-private-key-file=/etc/kubernetes/pki/sa.key \--kubeconfig=/etc/kubernetes/controller-manager.kubeconfig \--authentication-kubeconfig=/etc/kubernetes/controller-manager.kubeconfig \--authorization-kubeconfig=/etc/kubernetes/controller-manager.kubeconfig \--leader-elect=true \--use-service-account-credentials=true \--node-monitor-grace-period=40s \--node-monitor-period=5s \--controllers=*,bootstrapsigner,tokencleaner \--allocate-node-cidrs=true \--cluster-cidr=172.16.0.0/16 \--requestheader-client-ca-file=/etc/kubernetes/pki/front-proxy-ca.pem \--node-cidr-mask-size=24Restart=always
RestartSec=10s[Install]
WantedBy=multi-user.target
EOF
5.3.2 启动kube-controller-manager
#所有Master节点启动kube-controller-managersystemctl daemon-reload
systemctl enable --now kube-controller-manager
systemctl  status kube-controller-manager

5.4 scheduler

5.4.1 所有Master节点配置kube-scheduler service(所有master节点配置一样)
cat > /usr/lib/systemd/system/kube-scheduler.service  <<EOF[Unit]
Description=Kubernetes Scheduler
Documentation=https://github.com/kubernetes/kubernetes
After=network.target[Service]
ExecStart=/usr/local/bin/kube-scheduler \--v=2 \--leader-elect=true \--authentication-kubeconfig=/etc/kubernetes/scheduler.kubeconfig \--authorization-kubeconfig=/etc/kubernetes/scheduler.kubeconfig \--kubeconfig=/etc/kubernetes/scheduler.kubeconfigRestart=always
RestartSec=10s[Install]
WantedBy=multi-user.target
EOF
5.4.2 启动
systemctl daemon-reload
systemctl enable --now kube-scheduler
systemctl status kube-scheduler

6.TLS Bootstrapping配置

只需要在Master01创建bootstrap

6.1 Master01创建bootstrap

# 注意,如果不是高可用集群,10.103.236.236:16443改为master01的地址,16443改为apiserver的端口,默认是6443cd /root/k8s-ha-install/bootstrapkubectl config set-cluster kubernetes     --certificate-authority=/etc/kubernetes/pki/ca.pem     --embed-certs=true     --server=https://10.0.0.200:16443     --kubeconfig=/etc/kubernetes/bootstrap-kubelet.kubeconfigkubectl config set-credentials tls-bootstrap-token-user     --token=c8ad9c.2e4d610cf3e7426e --kubeconfig=/etc/kubernetes/bootstrap-kubelet.kubeconfig
kubectl config set-context tls-bootstrap-token-user@kubernetes     --cluster=kubernetes     --user=tls-bootstrap-token-user     --kubeconfig=/etc/kubernetes/bootstrap-kubelet.kubeconfigkubectl config use-context tls-bootstrap-token-user@kubernetes     --kubeconfig=/etc/kubernetes/bootstrap-kubelet.kubeconfig#注意:如果要修改bootstrap.secret.yaml的token-id和token-secret,需要保证下图红圈内的字符串一致的,并且位数是一样的。还要保证上个命令的黄色字体:c8ad9c.2e4d610cf3e7426e与你修改的字符串要一致

image.png

6.2 拷贝管理集群文件

[root@k8s-master01 bootstrap]# mkdir -p /root/.kube ; cp /etc/kubernetes/admin.kubeconfig /root/.kube/config#可以正常查询集群状态,才可以继续往下,否则不行,需要排查k8s组件是否有故障
kubectl get cs

image.png

6.3 创建bootstrap

[root@k8s-master01 bootstrap]# kubectl create -f bootstrap.secret.yaml 
secret/bootstrap-token-c8ad9c created
clusterrolebinding.rbac.authorization.k8s.io/kubelet-bootstrap created
clusterrolebinding.rbac.authorization.k8s.io/node-autoapprove-bootstrap created
clusterrolebinding.rbac.authorization.k8s.io/node-autoapprove-certificate-rotation created
clusterrole.rbac.authorization.k8s.io/system:kube-apiserver-to-kubelet created
clusterrolebinding.rbac.authorization.k8s.io/system:kube-apiserver created

7.node节点配置

7.1 复制证书

master01进行

cd /etc/kubernetes/for NODE in master02 master03 node01; dossh $NODE mkdir -p /etc/kubernetes/pkifor FILE in pki/ca.pem pki/ca-key.pem pki/front-proxy-ca.pem bootstrap-kubelet.kubeconfig; doscp /etc/kubernetes/$FILE $NODE:/etc/kubernetes/${FILE}done
done

7.2 kubelet配置

所有节点创建相关目录

mkdir -p /var/lib/kubelet /var/log/kubernetes /etc/systemd/system/kubelet.service.d /etc/kubernetes/manifests/

所有节点配置kubelet service

cat  > /usr/lib/systemd/system/kubelet.service <<EOF[Unit]
Description=Kubernetes Kubelet
Documentation=https://github.com/kubernetes/kubernetes[Service]
ExecStart=/usr/local/bin/kubeletRestart=always
StartLimitInterval=0
RestartSec=10[Install]
WantedBy=multi-user.target
EOF

所有节点配置kubelet service的配置文件
如果Runtime为Containerd,请使用如下Kubelet的配置:

# Runtime为Containerd
# vim /etc/systemd/system/kubelet.service.d/10-kubelet.conf
[Service]
Environment="KUBELET_KUBECONFIG_ARGS=--bootstrap-kubeconfig=/etc/kubernetes/bootstrap-kubelet.kubeconfig --kubeconfig=/etc/kubernetes/kubelet.kubeconfig"
Environment="KUBELET_SYSTEM_ARGS=--container-runtime-endpoint=unix:///run/containerd/containerd.sock"
Environment="KUBELET_CONFIG_ARGS=--config=/etc/kubernetes/kubelet-conf.yml"
Environment="KUBELET_EXTRA_ARGS=--node-labels=node.kubernetes.io/node='' "
ExecStart=
ExecStart=/usr/local/bin/kubelet $KUBELET_KUBECONFIG_ARGS $KUBELET_CONFIG_ARGS $KUBELET_SYSTEM_ARGS $KUBELET_EXTRA_ARGS

所有节点配置kubelet service的配置文件
如果Runtime为Docker,请使用如下Kubelet的配置:

# Runtime为Docker
vi  /etc/systemd/system/kubelet.service.d/10-kubelet.conf[Service]
Environment="KUBELET_KUBECONFIG_ARGS=--bootstrap-kubeconfig=/etc/kubernetes/bootstrap-kubelet.kubeconfig --kubeconfig=/etc/kubernetes/kubelet.kubeconfig"
Environment="KUBELET_SYSTEM_ARGS=--network-plugin=cni --cni-conf-dir=/etc/cni/net.d --cni-bin-dir=/opt/cni/bin"
Environment="KUBELET_CONFIG_ARGS=--config=/etc/kubernetes/kubelet-conf.yml --pod-infra-container-image=registry.cn-hangzhou.aliyuncs.com/google_containers/pause:3.5"
Environment="KUBELET_EXTRA_ARGS=--node-labels=node.kubernetes.io/node='' "
ExecStart=
ExecStart=/usr/local/bin/kubelet $KUBELET_KUBECONFIG_ARGS $KUBELET_CONFIG_ARGS $KUBELET_SYSTEM_ARGS $KUBELET_EXTRA_ARGS

所有节点创建kubelet的配置文件
注意:如果更改了k8s的service网段,需要更改kubelet-conf.yml 的clusterDNS:配置,改成k8s Service网段的第十个地址,比如10.96.0.10

# vi /etc/kubernetes/kubelet-conf.yml
apiVersion: kubelet.config.k8s.io/v1beta1
kind: KubeletConfiguration
address: 0.0.0.0
port: 10250
readOnlyPort: 10255
authentication:anonymous:enabled: falsewebhook:cacheTTL: 2m0senabled: truex509:clientCAFile: /etc/kubernetes/pki/ca.pem
authorization:mode: Webhookwebhook:cacheAuthorizedTTL: 5m0scacheUnauthorizedTTL: 30s
cgroupDriver: systemd
cgroupsPerQOS: true
clusterDNS:
- 10.96.0.10
clusterDomain: cluster.local
containerLogMaxFiles: 5
containerLogMaxSize: 10Mi
contentType: application/vnd.kubernetes.protobuf
cpuCFSQuota: true
cpuManagerPolicy: none
cpuManagerReconcilePeriod: 10s
enableControllerAttachDetach: true
enableDebuggingHandlers: true
enforceNodeAllocatable:
- pods
eventBurst: 10
eventRecordQPS: 5
evictionHard:imagefs.available: 15%memory.available: 100Minodefs.available: 10%nodefs.inodesFree: 5%
evictionPressureTransitionPeriod: 5m0s
failSwapOn: true
fileCheckFrequency: 20s
hairpinMode: promiscuous-bridge
healthzBindAddress: 127.0.0.1
healthzPort: 10248
httpCheckFrequency: 20s
imageGCHighThresholdPercent: 85
imageGCLowThresholdPercent: 80
imageMinimumGCAge: 2m0s
iptablesDropBit: 15
iptablesMasqueradeBit: 14
kubeAPIBurst: 10
kubeAPIQPS: 5
makeIPTablesUtilChains: true
maxOpenFiles: 1000000
maxPods: 110
nodeStatusUpdateFrequency: 10s
oomScoreAdj: -999
podPidsLimit: -1
registryBurst: 10
registryPullQPS: 5
resolvConf: /etc/resolv.conf
rotateCertificates: true
runtimeRequestTimeout: 2m0s
serializeImagePulls: true
staticPodPath: /etc/kubernetes/manifests
streamingConnectionIdleTimeout: 4h0m0s
syncFrequency: 1m0s
volumeStatsAggPeriod: 1m0s

所有节点启动kubelet

systemctl daemon-reload
systemctl enable --now kubelet
systemctl status kubelet

7.3 查看集群状态

kubectl get no
查看集群状态(此时Ready或NotReady都正常,还没安装Calico)

7.4 kube-proxy配置

以下操作只在Master01执行
# 注意,如果不是高可用集群,10.0.0.200:16443改为master01的地址,8443改为apiserver的端口,默认是6443

cd /root/k8s-ha-install/pkicfssl gencert \-ca=/etc/kubernetes/pki/ca.pem \-ca-key=/etc/kubernetes/pki/ca-key.pem \-config=ca-config.json \-profile=kubernetes \kube-proxy-csr.json | cfssljson -bare /etc/kubernetes/pki/kube-proxykubectl config set-cluster kubernetes \--certificate-authority=/etc/kubernetes/pki/ca.pem \--embed-certs=true \--server=https://10.0.0.200:16443 \--kubeconfig=/etc/kubernetes/kube-proxy.kubeconfigkubectl config set-credentials system:kube-proxy \--client-certificate=/etc/kubernetes/pki/kube-proxy.pem \--client-key=/etc/kubernetes/pki/kube-proxy-key.pem \--embed-certs=true \--kubeconfig=/etc/kubernetes/kube-proxy.kubeconfigkubectl config set-context system:kube-proxy@kubernetes \--cluster=kubernetes \--user=system:kube-proxy \--kubeconfig=/etc/kubernetes/kube-proxy.kubeconfigkubectl config use-context system:kube-proxy@kubernetes \--kubeconfig=/etc/kubernetes/kube-proxy.kubeconfig

将kubeconfig发送至其他节点

for NODE in master02 master03; doscp /etc/kubernetes/kube-proxy.kubeconfig  $NODE:/etc/kubernetes/kube-proxy.kubeconfigdonefor NODE in node01; doscp /etc/kubernetes/kube-proxy.kubeconfig $NODE:/etc/kubernetes/kube-proxy.kubeconfigdone

所有节点添加kube-proxy的配置和service文件

# vi /usr/lib/systemd/system/kube-proxy.service[Unit]
Description=Kubernetes Kube Proxy
Documentation=https://github.com/kubernetes/kubernetes
After=network.target[Service]
ExecStart=/usr/local/bin/kube-proxy \--config=/etc/kubernetes/kube-proxy.yaml \--v=2Restart=always
RestartSec=10s[Install]
WantedBy=multi-user.target

如果更改了集群Pod的网段,需要更改kube-proxy.yaml的clusterCIDR为自己的Pod网段

# vi /etc/kubernetes/kube-proxy.yaml
apiVersion: kubeproxy.config.k8s.io/v1alpha1
bindAddress: 0.0.0.0
clientConnection:acceptContentTypes: ""burst: 10contentType: application/vnd.kubernetes.protobufkubeconfig: /etc/kubernetes/kube-proxy.kubeconfigqps: 5
clusterCIDR: 172.16.0.0/16 
configSyncPeriod: 15m0s
conntrack:max: nullmaxPerCore: 32768min: 131072tcpCloseWaitTimeout: 1h0m0stcpEstablishedTimeout: 24h0m0s
enableProfiling: false
healthzBindAddress: 0.0.0.0:10256
hostnameOverride: ""
iptables:masqueradeAll: falsemasqueradeBit: 14minSyncPeriod: 0ssyncPeriod: 30s
ipvs:masqueradeAll: trueminSyncPeriod: 5sscheduler: "rr"syncPeriod: 30s
kind: KubeProxyConfiguration
metricsBindAddress: 127.0.0.1:10249
mode: "ipvs"
nodePortAddresses: null
oomScoreAdj: -999
portRange: ""
udpIdleTimeout: 250ms

所有节点启动kube-proxy

systemctl daemon-reload
systemctl enable --now kube-proxy
systemctl status kube-proxy

8. 安装Calico网络插件

8.1 更换POD的网段

以下步骤只在Master01执行,注意更改Pod网段

cd /root/k8s-ha-install/calico/sed "s#POD_CIDR#172.16.0.0/16#g" calico.yaml  | grep  172确认更改
sed -i  "s#POD_CIDR#172.16.0.0/16#g" calico.yaml

image.png

8.2 安装calico

kubectl apply -f calico.yaml

8.3 查看容器状态

kubectl get po -n kube-system

image.png
如果容器状态异常可以使用kubectl describe 或者kubectl logs查看容器的日志

9.安装CoreDNS

以下步骤只在Master01执行

9.1 配置service网段
cd /root/k8s-ha-install/#如果更改了k8s service的网段需要将coredns的serviceIP改成k8s service网段的第十个IP
COREDNS_SERVICE_IP=`kubectl get svc | grep kubernetes | awk '{print $3}'`0
echo $COREDNS_SERVICE_IP#检查
[root@master01 k8s-ha-install]# sed   "s#KUBEDNS_SERVICE_IP#${COREDNS_SERVICE_IP}#g" CoreDNS/coredns.yaml | grep 10.96clusterIP: 10.96.0.10 #确认更换
sed -i "s#KUBEDNS_SERVICE_IP#${COREDNS_SERVICE_IP}#g" CoreDNS/coredns.yaml

9.2 安装CoreDNS

kubectl  create -f CoreDNS/coredns.yaml

9.3 检查状态

kubectl get pods -n kube-system | grep dns

9.4 安装最新版coredns

COREDNS_SERVICE_IP=`kubectl get svc | grep kubernetes | awk '{print $3}'`0
git clone https://github.com/coredns/deployment.git
cd deployment/kubernetes
# ./deploy.sh -s -i ${COREDNS_SERVICE_IP} | kubectl apply -f -
serviceaccount/coredns created
clusterrole.rbac.authorization.k8s.io/system:coredns created
clusterrolebinding.rbac.authorization.k8s.io/system:coredns created
configmap/coredns created
deployment.apps/coredns created
service/kube-dns created
查看状态# kubectl get po -n kube-system -l k8s-app=kube-dns
NAME                       READY   STATUS    RESTARTS   AGE
coredns-85b4878f78-h29kh   1/1     Running   0          8h

10. 安装Metrics Server

以下步骤只在Master01执行

10.1 创建metrics

cd /root/k8s-ha-install/metrics-server[root@master01 metrics-server]# kubectl  create -f .
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

10.2 检查状态

[root@master01 metrics-server]# kubectl get pods -n kube-system | grep metrics
metrics-server-6bf7dcd649-r48gr            1/1     Running   0          2m5s


image.png

11.安装Dashboard

在Master01下执行

cd /root/k8s-ha-install/dashboard/
kubectl  create -f .

12.集群可用性验证

12.1 节点需均正常

kubectl get node

12.2 Pod均需正常

kubectl get pod -A

12.3 检查集群网段无任何冲突

kubectl get svc
kubectl get pod -A -owide

12.4 能够正常创建资源

kubectl create deploy cluster-test --image=registry.cn-beijing.aliyuncs.com/dotbalo/debug-tools -- sleep 3600

12.5 Pod 必须能够解析 Service(同 namespace 和跨 namespace)

#取上面的NAME进入pod
kubectl exec -it cluster-test-84dfc9c68b-lbkhd -- bash#解析两个域名,能够对应到.1和.10即可
nslookup kubernetes
nslookup kube-dns.kube-system

image.png

12.6 每个节点都必须要能访问 Kubernetes 的 kubernetes svc 443 和 kube-dns 的

service 53

curl https://10.96.0.1:443
curl 10.96.0.10:53每个节点均需出现以下返回信息说明已通

image.png

12.7 Pod 和 Pod 之间要能够正常通讯(同 namespace 和跨 namespace)

[root@master01 metrics-server]# kubectl get pod -owide
NAME                           READY   STATUS    RESTARTS   AGE     IP               NODE     NOMINATED NODE   READINESS GATES
cluster-test-8b47d69f5-rgllt   1/1     Running   0          4m31s   172.16.196.129   node01   <none>           <none>
[root@master01 metrics-server]# kubectl -n kube-system  get pod -owide

image.png
image.png

12.8 Pod 和 Pod 之间要能够正常通讯(同机器和跨机器)

for node in master02 master03 node01;  do  ssh $node ping  -c 2 172.16.241.65 && echo 主机名称:$node; done

image.png

本文章内容参考杜宽的《云原生Kubernetes全栈架构师》,视频、资料文档等,感谢提供优质知识内容!

本文来自互联网用户投稿,该文观点仅代表作者本人,不代表本站立场。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。如若转载,请注明出处:http://www.hqwc.cn/news/781704.html

如若内容造成侵权/违法违规/事实不符,请联系编程知识网进行投诉反馈email:809451989@qq.com,一经查实,立即删除!

相关文章

使用Pandas和NumPy实现数据获取

公众号本文地址:https://mp.weixin.qq.com/s/Uc4sUwhjLTpOo85ubj0-QA以某城市地铁数据为例,通过提取每个站三个月15分钟粒度的上下客量数据,展示Pandas和Numpy的案例应用。数据:http://u6v.cn/5W2i8H http://u6v.cn/6hUVjk初步发现数据有三个特点::1、地铁数据的前五行是…

Datawhale X 魔搭 AI夏令营(二)

一.AI生图的伦理与道德 1.虽然AI生图的能力强大,但是极易被使用在不正当的场景,未来的挑战不仅仅是技术的突破,更有攻防技术的跟进。 二.使用通义千问工具对内核代码进行解析,更快速的搭建代码 1.通义千问是具有信息查询、语言理解、文本创作等多能力的AI助手 2.使用方法三…

docker 详细教程(通俗易懂,带有应用示例)

1、Docker 基本概念 什么是 Docker? Docker 是一个开源的容器化平台,允许开发者封装他们的应用程序及其所有依赖项到一个标准化的单元中,这个单元被称为“容器”。容器可以在任何支持 Docker 的环境中运行,从而确保应用程序的可移植性和一致性。 Docker 的优势一致性和可移…

for循环练习

static void Main(string[] arg){int intSum = 0;for (int i = 0; i <= 100; i++){intSum += i;}Console.WriteLine(intSum);Console.ReadKey();}static void Main(string[] arg){for (int i = 0; i < 100; i++){Console.WriteLine("我下次一定小心!");//打印&…

Pandas从入门到放弃

公众号本文地址:https://mp.weixin.qq.com/s/mSkA5KvL1390Js8_1ZBiywPandas简介 Pandas是Panel data(面板数据)和Data analysis(数据分析)的缩写,是基于NumPy的一种工具,故性能更加强劲。Pandas在管理结构数据方面非常方便,其基本功能可以大致概括为一下5类:数据 / 文…

代码随想录day27 || 455 分饼干,376 摆动序列,53 最大子序列和

分饼干 func findContentChildren(g []int, s []int) int {// 第一思路,双指针暴力解法var count intvar used2 = make([]bool, len(s))g = quicksort(g)s = quicksort(s)for _, child := range g {for idx, cookie := range s {if !used2[idx] && cookie >= child…

如何创建良好的数据模型?

本文将带你深入了解如何创建一个高效的数据模型,并以 NocoBase 为例,展示如何快速建立适合业务需求的数据结构。数据模型是构建高效和稳定系统的基础。它不仅决定了如何存储和管理数据,还直接影响系统的性能和可扩展性。 本文将带你深入了解如何创建一个高效的数据模型,并以…

使用nvm管理多个版本的nodejs

项目依赖某个版本的nodejs,而我本地需要用最新版,那么就存在多个版本nodejs要使用了,如何方便的进行管理呢?背景:项目依赖某个版本的nodejs,而我本地需要用最新版,那么就存在多个版本nodejs要使用了,如何方便的进行管理呢?使用nvm!下载地址:https://github.com/core…

T1破大防

咱就是说你直接写 \(1-n\) 的排列不好吗。。。 真破大防了,一开始对了然后造了一组无解数据 1,1,3,5 我甚至还在找题目有没有写保证有解或无解输出-1之类的。。然后越改越假 以后建议多看看题目

使用BatchNorm替代LayerNorm可以减少Vision Transformer训练时间和推理时间

以Vision Transformer (ViT)的发现为先导的基于transformer的架构在计算机视觉领域引发了一场革命。对于广泛的应用,ViT及其各种变体已经有效地挑战了卷积神经网络(CNN)作为最先进架构的地位。尽管取得了一些成功,但是ViT需要更长的训练时间,并且对于小型到中型输入数据大小,推…

打造垂直领域内容的问答机器人

简介 在大模型问世之后,其中一个最核心的功能就是问答机器人。但是若直接将问题抛给 ChatGPT,仍然解决不了以下限制:相关的关联数据需要联网。 相关的关联数据是 GPT 也不知道的私密数据。而在前面介绍RAG 检索增强生成的时候也同样提到了这一点。 应用场景 垂直领域内容的问…

恒磁场 知识梳理

新概念物理:电磁学第二章梳理安培定律 \[\def\ooint{{\bigcirc}\kern-11.5pt{\int}\kern-6.5pt{\int}} \def\oooint{{\bigcirc}\kern-12.3pt{\int}\kern-7pt{\int}\kern-7pt{\int}} \]  恒定电流只能存在于闭合回路中,但是闭合回路的形状是千变万化的,直接研究整个闭合回路…