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介绍
k8sgpt 是一个扫描 Kubernetes 集群、诊断和分类问题的工具。它将 SRE 经验编入其分析器中#xff0c;并帮助提取最相关的信息#xff0c;通过人工智能来丰富它。它还可以与 OpenAI、Azure、Cohere、Amazon Bedrock 和本地模型结合使用。 K8sGPT Github 地址
…K8sGPT
介绍
k8sgpt 是一个扫描 Kubernetes 集群、诊断和分类问题的工具。它将 SRE 经验编入其分析器中并帮助提取最相关的信息通过人工智能来丰富它。它还可以与 OpenAI、Azure、Cohere、Amazon Bedrock 和本地模型结合使用。 K8sGPT Github 地址
部署 LocalAI
部署 LocalAI
配置 LocalAI
k8sgpt auth add --backend localai --model ggml-gpt4all-j --baseurl http://localhost:8080/v1
k8sgpt auth list测试诊断
部署创建带错误的 deployment
apiVersion: apps/v1
kind: Deployment
metadata:name: nginx-deploymentlabels:app: nginx
spec:replicas: 3selector:matchLabels:app: nginxtemplate:metadata:labels:app: nginxspec:containers:- name: nginximage: nginx:1.14.2ports:- containerPort: 80securityContext:readOnlyRootFilesystem: true# 部署
kubectl apply -f ./nignx.yaml -n demo
# 诊断
k8sgpt analyze -n demo --explain --backend localai大概意思是告诉你思路去排查吧好像还很初级就是了可以针对自己环境的问题做成文档喂给 AI锻炼一下就更有针对性。
安全扫描分析
k8sgpt integration list
k8sgpt integration activate trivy
k8sgpt filters list
k8sgpt analyse --filterVulnerabilityReport
k8sgpt analyze --filter VulnerabilityReport --explain --backend localaik8sgpt integration deactivate trivyOperator 使用
部署 operator
helm repo add k8sgpt https://charts.k8sgpt.ai/
helm repo update
helm pull k8sgpt/k8sgpt-operator
tar xvf k8sgpt-operator-0.1.0.tgz
cd k8sgpt-operator vim values.yaml
# 开启 serviceMonitor 和 GrafanaDashboard
serviceMonitor:enabled: true
GrafanaDashboard:enabled: true
helm install k8sgpt-operator . -n k8sgpt-operator-system --create-namespace部署 promethues
helm repo add prometheus-community https://prometheus-community.github.io/helm-charts
helm repo update
helm install prom prometheus-community/kube-prometheus-stack -n k8sgpt-operator-system --set prometheus.prometheusSpec.serviceMonitorSelectorNilUsesHelmValuesfalse
kubectl port-forward service/prom-grafana -n k8sgpt-operator-system 3000:80配置部署 K8sGPT
kubectl apply -f -n k8sgpt-operator-system - EOF
apiVersion: core.k8sgpt.ai/v1alpha1
kind: K8sGPT
metadata:name: k8sgpt-local-ai
spec:ai:enabled: truemodel: ggml-gpt4all-jbackend: localaibaseUrl: http://192.168.3.39:8080/v1anonymized: truelanguage: englishmethod: /v1remote_addr: 192.168.3.39:8080noCache: falseversion: v0.3.8
EOF查看故障报告 kubectl get -n k8sgpt-operator-system result k8sgptoperatorsystemnginxdeployment866dc6df9cn5qqj -o yamlGrafana 查看对应面板 备注登陆的账号密码可以查看 secret/prom-grafana
Reference
https://www.youtube.com/watch?vSX_2YHC15cMt1578s https://anaisurl.com/k8sgpt-full-tutorial/ https://cloud.tencent.com/developer/article/2311268 https://www.sfernetes.com/k8sgpt/
