这是我在51CTO博客的第一篇博文Loki 实现 Kubernetes1.24 容器日志监控

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2023-10-28

使用 Loki 实现 Kubernetes1.24 容器日志监控

一、基本介绍

1.Loki 架构

2.Loki 工作原理

二、使用 Loki 实现容器日志监控

1.安装 Loki

2.安装 Promtail

3.安装 Grafana

4.验证

一、基本介绍

Loki 是由 Grafana Labs 团队开发的，基于 Go 语言实现，是一个水平可扩展，高可用性，多租户的日志聚合系统。它的设计非常经济高效且易于操作，因为它不会为日志内容编制索引，而是为每个日志流配置一组标签。Loki 项目受 Prometheus 启发。

官方的介绍就是：Like Prometheus, but for logs，类似于 Prometheus 的日志系统。

1.Loki 架构

  • Loki：主服务，用于存储日志和处理查询。
  • Promtail：代理服务，用于采集日志，并转发给 Loki。
  • Grafana：通过 Web 界面来提供数据展示、查询、告警等功能。


这是我在51CTO博客的第一篇博文Loki 实现 Kubernetes1.24 容器日志监控_HTTP

2.Loki 工作原理

首先由 Promtail 进行日志采集，并发送给 Distributor 组件，Distributor 组件会对接收到的日志流进行正确性校验，并将验证后的日志分批并行发送给 Ingester 组件。Ingester 组件会将接收过来的日志流构建成数据块，并进行压缩后存放到所连接的后端存储中。


这是我在51CTO博客的第一篇博文Loki 实现 Kubernetes1.24 容器日志监控_日志监控_02

Querier 组件，用于接收 HTTP 查询请求，并将查询请求转发给 Ingester 组件，来返回存在 Ingester 内存中的数据。要是在 Ingester 的内存中没有找到符合条件的数据时，那么 Querier 组件便会直接在后端存储中进行查询（内置去重功能）。

二、使用 Loki 实现容器日志监控

1.安装 Loki

1）创建 RBAC 授权

[root@k8s-master01 ~]# cat <<END > loki-rbac.yaml
apiVersion: v1
kind: Namespace
metadata:
  name: loki
---
apiVersion: v1
kind: ServiceAccount
metadata:
  name: loki
  namespace: loki
---
apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  name: loki
  namespace: loki
rules:
- apiGroups: ["extensions"]
  resources: ["podsecuritypolicies"]
  verbs: ["use"]
  resourceNames: [loki]
---
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: loki
  namespace: loki
roleRef:
  apiGroup: rbac.authorization.k8s.io
  kind: Role
  name: loki
subjects:
- kind: ServiceAccount
  name: loki
END
[root@k8s-master01 ~]# kubectl create -f loki-rbac.yaml

2）创建 ConfigMap 文件

[root@k8s-master01 ~]# cat <<END > loki-configmap.yaml
apiVersion: v1
kind: ConfigMap
metadata:
  name: loki-config
  namespace: loki
  labels:
    app: loki
data:
  loki.yaml: |
    auth_enabled: false
    ingester:
      chunk_idle_period: 3m
      chunk_block_size: 262144
      chunk_retain_period: 1m
      max_transfer_retries: 0
      lifecycler:
        ring:
          kvstore:
            store: inmemory
          replication_factor: 1
    limits_config:
      enforce_metric_name: false
      reject_old_samples: true
      reject_old_samples_max_age: 168h
    schema_config:
      configs:
      - from: "2022-10-21"
        store: boltdb-shipper
        object_store: filesystem
        schema: v11
        index:
          prefix: index_
          period: 24h
    server:
      http_listen_port: 3100
    storage_config:
      boltdb_shipper:
        active_index_directory: /data/loki/boltdb-shipper-active
        cache_location: /data/loki/boltdb-shipper-cache
        cache_ttl: 24h         
        shared_store: filesystem
      filesystem:
        directory: /data/loki/chunks
    chunk_store_config:
      max_look_back_period: 0s
    table_manager:
      retention_deletes_enabled: true
      retention_period: 48h
    compactor:
      working_directory: /data/loki/boltdb-shipper-compactor
      shared_store: filesystem
END
[root@k8s-master01 ~]# kubectl create -f loki-configmap.yaml

3）创建 StatefulSet

[root@k8s-master01 ~]# cat <<END > loki-data-sc.yaml
apiVersion: storage.k8s.io/v1
kind: StorageClass
metadata:
  name: loki-nfs-sc
provisioner: fuseim.pri/ifs
END

[root@k8s-master01 ~]# kubectl create -f loki-data-sc.yaml
[root@k8s-master01 ~]# cat <<END > loki-pvc.yaml
apiVersion: v1
kind: PersistentVolumeClaim
metadata:
  name: loki-pvc
  namespace: loki
  annotations:
    volume.beta.kubernetes.io/storage-class: "loki-nfs-sc"
spec:
  accessModes:
  - ReadWriteMany
  resources:
    requests:
      storage: 100Gi
END
[root@k8s-master01 ~]# kubectl create -f loki-pvc.yaml
[root@k8s-master01 ~]# cat <<END > loki-deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
  name: loki
  namespace: loki
  labels:
    app: loki
    release: loki
spec:
  replicas: 1
  revisionHistoryLimit: 10
  selector:
    matchLabels:
      app: loki
      release: loki
#  serviceName: loki-headless
  template:
    metadata:
      labels:
        app: loki
        release: loki
    spec:
      containers:
      - name: loki
        image: 10.94.99.109:8000/loki/loki:2.3.0
        imagePullPolicy: IfNotPresent
        ports:
        - containerPort: 3100
          name: http-metrics
          protocol: TCP
        args:
          - -config.file=/etc/loki/loki.yaml
        volumeMounts:
        - name: loki-config
          mountPath: /etc/loki
        - name: storage
          mountPath: /data
        readinessProbe:
          failureThreshold: 3
          httpGet:
            path: /ready
            port: http-metrics
            scheme: HTTP
          initialDelaySeconds: 45
          periodSeconds: 10
          successThreshold: 1
          timeoutSeconds: 1
        livenessProbe:
          failureThreshold: 3
          httpGet:
            path: /ready
            port: http-metrics
            scheme: HTTP
          initialDelaySeconds: 45
          periodSeconds: 10
          successThreshold: 1
          timeoutSeconds: 1
      securityContext:
        fsGroup: 10001
        runAsGroup: 10001
        runAsNonRoot: true
        runAsUser: 10001
      serviceAccount: loki
      serviceAccountName: loki
      volumes:
      - name: loki-config
        configMap:
          defaultMode: 493
          name: loki
      - name: storage
        persistentVolumeClaim:
          claimName: loki-pvc
END
[root@k8s-master01 ~]# kubectl create -f loki-deployment.yaml

2.安装 Promtail

1）创建 RBAC 授权文件

[root@k8s-master01 ~]# cat <<END > promtail-rbac.yaml
apiVersion: v1
kind: ServiceAccount
metadata:
  name: loki-promtail
  labels:
    app: promtail
  namespace: loki
---
kind: ClusterRole
apiVersion: rbac.authorization.k8s.io/v1
metadata:
  labels:
    app: promtail
  name: promtail-clusterrole
  namespace: loki
rules:
- apiGroups: [""]
  resources: ["nodes","nodes/proxy","services","endpoints","pods"]
  verbs: ["get", "watch", "list"]
---
kind: ClusterRoleBinding
apiVersion: rbac.authorization.k8s.io/v1
metadata:
  name: promtail-clusterrolebinding
  labels:
    app: promtail
  namespace: loki
subjects:
  - kind: ServiceAccount
    name: loki-promtail
    namespace: loki
roleRef:
  kind: ClusterRole
  name: promtail-clusterrole
  apiGroup: rbac.authorization.k8s.io
END
[root@k8s-master01 ~]# kubectl create -f promtail-rbac.yaml

2）创建 ConfigMap 文件

Promtail 配置文件：官方介绍

[root@k8s-master01 ~]# cat <<"END" > promtail-configmap.yaml
apiVersion: v1
kind: ConfigMap
metadata:
  name: loki-promtail
  namespace: loki
  labels:
    app: promtail
data:
  promtail.yaml: |
    client:   # 配置Promtail如何连接到Loki的实例
      backoff_config:  # 配置当请求失败时如何重试请求给Loki
        max_period: 5m
        max_retries: 10
        min_period: 500ms
      batchsize: 1048576  # 发送给Loki的最大批次大小(以字节为单位)
      batchwait: 1s  # 发送批处理前等待的最大时间（即使批次大小未达到最大值）
      external_labels: {}  # 所有发送给Loki的日志添加静态标签
      timeout: 10s   # 等待服务器响应请求的最大时间
    positions:
      filename: /run/promtail/positions.yaml
    server:
      http_listen_port: 3101
    target_config:
      sync_period: 10s
    scrape_configs:
    - job_name: kubernetes-pods-name
      pipeline_stages:
        - docker: {}
      kubernetes_sd_configs:
      - role: pod
      relabel_configs:
      - source_labels:
        - __meta_kubernetes_pod_label_name
        target_label: __service__
      - source_labels:
        - __meta_kubernetes_pod_node_name
        target_label: __host__
      - action: drop
        regex: ''
        source_labels:
        - __service__
      - action: labelmap
        regex: __meta_kubernetes_pod_label_(.+)
      - action: replace
        replacement: $1
        separator: /
        source_labels:
        - __meta_kubernetes_namespace
        - __service__
        target_label: job
      - action: replace
        source_labels:
        - __meta_kubernetes_namespace
        target_label: namespace
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_name
        target_label: pod
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_container_name
        target_label: container
      - replacement: /var/log/pods/*$1/*.log
        separator: /
        source_labels:
        - __meta_kubernetes_pod_uid
        - __meta_kubernetes_pod_container_name
        target_label: __path__
    - job_name: kubernetes-pods-app
      pipeline_stages:
        - docker: {}
      kubernetes_sd_configs:
      - role: pod
      relabel_configs:
      - action: drop
        regex: .+
        source_labels:
        - __meta_kubernetes_pod_label_name
      - source_labels:
        - __meta_kubernetes_pod_label_app
        target_label: __service__
      - source_labels:
        - __meta_kubernetes_pod_node_name
        target_label: __host__
      - action: drop
        regex: ''
        source_labels:
        - __service__
      - action: labelmap
        regex: __meta_kubernetes_pod_label_(.+)
      - action: replace
        replacement: $1
        separator: /
        source_labels:
        - __meta_kubernetes_namespace
        - __service__
        target_label: job
      - action: replace
        source_labels:
        - __meta_kubernetes_namespace
        target_label: namespace
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_name
        target_label: pod
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_container_name
        target_label: container
      - replacement: /var/log/pods/*$1/*.log
        separator: /
        source_labels:
        - __meta_kubernetes_pod_uid
        - __meta_kubernetes_pod_container_name
        target_label: __path__
    - job_name: kubernetes-pods-direct-controllers
      pipeline_stages:
        - docker: {}
      kubernetes_sd_configs:
      - role: pod
      relabel_configs:
      - action: drop
        regex: .+
        separator: ''
        source_labels:
        - __meta_kubernetes_pod_label_name
        - __meta_kubernetes_pod_label_app
      - action: drop
        regex: '[0-9a-z-.]+-[0-9a-f]{8,10}'
        source_labels:
        - __meta_kubernetes_pod_controller_name
      - source_labels:
        - __meta_kubernetes_pod_controller_name
        target_label: __service__
      - source_labels:
        - __meta_kubernetes_pod_node_name
        target_label: __host__
      - action: drop
        regex: ''
        source_labels:
        - __service__
      - action: labelmap
        regex: __meta_kubernetes_pod_label_(.+)
      - action: replace
        replacement: $1
        separator: /
        source_labels:
        - __meta_kubernetes_namespace
        - __service__
        target_label: job
      - action: replace
        source_labels:
        - __meta_kubernetes_namespace
        target_label: namespace
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_name
        target_label: pod
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_container_name
        target_label: container
      - replacement: /var/log/pods/*$1/*.log
        separator: /
        source_labels:
        - __meta_kubernetes_pod_uid
        - __meta_kubernetes_pod_container_name
        target_label: __path__
    - job_name: kubernetes-pods-indirect-controller
      pipeline_stages:
        - docker: {}
      kubernetes_sd_configs:
      - role: pod
      relabel_configs:
      - action: drop
        regex: .+
        separator: ''
        source_labels:
        - __meta_kubernetes_pod_label_name
        - __meta_kubernetes_pod_label_app
      - action: keep
        regex: '[0-9a-z-.]+-[0-9a-f]{8,10}'
        source_labels:
        - __meta_kubernetes_pod_controller_name
      - action: replace
        regex: '([0-9a-z-.]+)-[0-9a-f]{8,10}'
        source_labels:
        - __meta_kubernetes_pod_controller_name
        target_label: __service__
      - source_labels:
        - __meta_kubernetes_pod_node_name
        target_label: __host__
      - action: drop
        regex: ''
        source_labels:
        - __service__
      - action: labelmap
        regex: __meta_kubernetes_pod_label_(.+)
      - action: replace
        replacement: $1
        separator: /
        source_labels:
        - __meta_kubernetes_namespace
        - __service__
        target_label: job
      - action: replace
        source_labels:
        - __meta_kubernetes_namespace
        target_label: namespace
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_name
        target_label: pod
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_container_name
        target_label: container
      - replacement: /var/log/pods/*$1/*.log
        separator: /
        source_labels:
        - __meta_kubernetes_pod_uid
        - __meta_kubernetes_pod_container_name
        target_label: __path__
    - job_name: kubernetes-pods-static
      pipeline_stages:
        - docker: {}
      kubernetes_sd_configs:
      - role: pod
      relabel_configs:
      - action: drop
        regex: ''
        source_labels:
        - __meta_kubernetes_pod_annotation_kubernetes_io_config_mirror
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_label_component
        target_label: __service__
      - source_labels:
        - __meta_kubernetes_pod_node_name
        target_label: __host__
      - action: drop
        regex: ''
        source_labels:
        - __service__
      - action: labelmap
        regex: __meta_kubernetes_pod_label_(.+)
      - action: replace
        replacement: $1
        separator: /
        source_labels:
        - __meta_kubernetes_namespace
        - __service__
        target_label: job
      - action: replace
        source_labels:
        - __meta_kubernetes_namespace
        target_label: namespace
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_name
        target_label: pod
      - action: replace
        source_labels:
        - __meta_kubernetes_pod_container_name
        target_label: container
      - replacement: /var/log/pods/*$1/*.log
        separator: /
        source_labels:
        - __meta_kubernetes_pod_annotation_kubernetes_io_config_mirror
        - __meta_kubernetes_pod_container_name
        target_label: __path__
END
[root@k8s-master01 ~]# kubectl create -f promtail-configmap.yaml

3）创建 DaemonSet 文件

[root@k8s-master01 ~]# cat <<END > promtail-daemonset.yaml
apiVersion: apps/v1
kind: DaemonSet
metadata:
  name: loki-promtail
  namespace: loki
  labels:
    app: promtail
spec:
  selector:
    matchLabels:
      app: promtail
  updateStrategy:
    rollingUpdate:
      maxUnavailable: 1
    type: RollingUpdate
  template:
    metadata:
      labels:
        app: promtail
    spec:
      serviceAccountName: loki-promtail
      containers:
        - name: promtail
          image: 10.94.99.109:8000/loki/promtail:2.3.0
          imagePullPolicy: IfNotPresent
          args:
          - -config.file=/etc/promtail/promtail.yaml
          - -client.url=http://loki.loki.svc.cluster.local:3100/loki/api/v1/push
          env:
          - name: HOSTNAME
            valueFrom:
              fieldRef:
                apiVersion: v1
                fieldPath: spec.nodeName
          volumeMounts:
          - mountPath: /etc/promtail
            name: config
          - mountPath: /run/promtail
            name: run
          - mountPath: /var/lib/containerd/io.containerd.runtime.v2.task/k8s.io  #我这里修改过docker默认存储目录
            name: docker
            readOnly: true
          - mountPath: /var/log/pods
            name: pods
            readOnly: true
          ports:
          - containerPort: 3101
            name: http-metrics
            protocol: TCP
          securityContext:
            readOnlyRootFilesystem: true
            runAsGroup: 0
            runAsUser: 0
          readinessProbe:
            failureThreshold: 5
            httpGet:
              path: /ready
              port: http-metrics
              scheme: HTTP
            initialDelaySeconds: 10
            periodSeconds: 10
            successThreshold: 1
            timeoutSeconds: 1
      tolerations:
      - effect: NoSchedule
        key: node-role.kubernetes.io/master
        operator: Exists
      volumes:
        - name: config
          configMap:
            name: loki-promtail
        - name: run
          hostPath:
            path: /run/promtail
            type: ""
        - name: docker
          hostPath:
            path: /var/lib/containerd/io.containerd.runtime.v2.task/k8s.io  #我这里修改过docker默认存储目录
        - name: pods
          hostPath:
            path: /var/log/pods
END
[root@k8s-master01 ~]# kubectl create -f promtail-daemonset.yaml

[root@k8s-master01 ~]# cat <<END > loki-service.yaml
apiVersion: v1
kind: Service
metadata:
  name: loki
  namespace: loki
  labels:
    app: loki
    release: loki
spec:
  ports:
  - name: http-metrics
    port: 3100
    protocol: TCP
#    targetPort: 3100
#    nodePort: 32001
  #type: NodePort
  selector:
    app: loki
    release: loki
---
#apiVersion: v1
#kind: Service
#metadata:
#  name: loki-headless
#  namespace: loki
#  labels:
#    app: loki
#    release: loki
#spec:
#  clusterIP: None
#  publishNotReadyAddresses: true
#  ports:
#  - name: http-metrics
#    port: 3100
#    protocol: TCP
#    targetPort: http-metrics
#    nodePort: 32002
#    type: NodePort
#  selector:
#    app: loki
#    release: loki
END
[root@k8s-master01 ~]# kubectl create -f loki-service.yaml

4）Promtail 关键配置

volumeMounts:
    - mountPath: /var/lib/docker/containers
      name: docker
      readOnly: true
    - mountPath: /var/log/pods
      name: pods
      readOnly: true
volumes:
- name: docker
  hostPath:
    path: /var/lib/docker/containers
- name: pods
  hostPath:
    path: /var/log/pods

这里需要注意，hostPath 和 mountPath 配置的路径要相同（这里说的相同指的是，要和宿主机的容器目录相同），因为 Promtail 在读取容器内的日志时，会通过 K8s 的 API 接口来返回容器信息（通过源路径取的）。如果配置的不同，将会导致 httpGet 检查失败。

3.安装 Grafana

已有Grafana看板不需要再次部署

添加数据源--->选择loki数据源--->配置loki URL地址 ： http://loki.loki.svc.cluster.local:3100 ----> 验证

helm show values grafana/loki-stack > ./loki-stack.yaml

打开loki-stack.yaml可以看到，一些安装的配置。我们去掉一些默认为false的选项配置，如fluent-bit，prometheus，filebeat，logstash等，然后因为我们需要用到grafana，所以把grafana.enabled置成true，得到的yaml内容为：

loki:
  enabled: true
  isDefault: true

promtail:
  enabled: true
  config:
    lokiAddress: http://{{ .Release.Name }}:3100/loki/api/v1/push

grafana:
  enabled: true
  sidecar:
    datasources:
      enabled: true
      maxLines: 1000
  image:
    tag: 8.3.5

ps.这一步可以不用做，那么在安装的时候只需要 --set grafana.enabled=true 即可。

# 添加 repo
helm repo add grafana https://grafana.github.io/helm-charts
helm repo update
# 安装 chart
helm upgrade --install loki --namespace=loki-stack  grafana/loki-stack --values ./loki-stack.yaml
#or
helm upgrade --install loki-stack grafana/loki-stack -n loki-stack --create-namespace --set grafana.enabled=true

由于 promtail 被默认配置为处理 docker 格式的日志，而笔者使用的是 containerd，需要更改 promtail 的 configmap 设置为处理 cri (containerd) 格式的日志：

kubectl get -n loki-stack configmaps/loki-stack-promtail -o yaml | sed -E 's|- docker: \{\}|- cri: {}|g' | kubectl apply -n loki-stack -f -

# 修改 configmap 后需要重新部署 promtail 
kubectl rollout restart -n loki-stack daemonsets/loki-stack-promtail

部署完成后，会开始自动收集 k8s 容器日志。

接下来，访问Grafana UI界面来查看部署结果。首先，通过以下命令获取Grafana管理员的密码：

$ kubectl get secret --namespace loki-stack loki-stack-grafana -o jsonpath="{.data.admin-password}" | base64 --decode ; echo

然后通过以下命令转发Grafana的接口，以便通过Web UI进行访问。默认情况下，端口转发的地址localhost，可以根据kubectl所在实例的情况补充设置–address 。

$ kubectl port-forward --namespace loki-stack service/loki-stack-grafana 3000:80

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