Loki是受Prometheus启发由Grafana Labs团队开源的水平可扩展,高度可用的多租户日志聚合系统。 开发语言: Google Go。它的设计具有很高的成本效益,并且易于操作。使用标签来作为索引,而不是对全文进行检索,也就是说,你通过这些标签既可以查询日志的内容也可以查询到监控的数据签,极大地降低了日志索引的存储。系统架构十分简单,由以下3个部分组成 :
1.Loki 是主服务器,负责存储日志和处理查询 。
2.promtail 是代理,负责收集日志并将其发送给 loki 。
3.Grafana 用于 UI 展示。
一、Loki与ELK/EFK对比
ELK
优势:
1、功能丰富,允许复杂的操作
劣势:
1、主流的ELK(全文检索)或者EFK比较重
2、ES复杂的搜索功能很多都用不上 规模复杂,资源占用高,操作苦难
大多数查询只关注一定时间范围和一些简单的参数(如host、service等)
3、Kibana和Grafana之间切换,影响用户体验
4、倒排索引的切分和共享的成本较高
Loki
1、最小化度量和日志的切换成本
有助于减少异常事件的响应时间和提高用户的体验
2、在查询语言的易操作性和复杂性之间可以达到一个权衡
3、更具成本效益
二、Loki的架构
promtail收集并将日志发送给loki的 Distributor 组件
Distributor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到Ingester
Ingester 接受日志流并构建数据块,压缩后存放到所连接的存储后端
Querier 收到HTTP查询请求,并将请求发送至Ingester 用以获取内存数据 ,Ingester 收到请求后返回符合条件的数据 ;
如果 Ingester 没有返回数据,Querier 会从后端存储加载数据并遍历去重执行查询 ,通过HTTP返回查询结果
三、Loki在K8s中部署
网上的资料一般使用Helm安装,这里使用yaml部署,更适应离线的场景
grafana的部署不在此篇的讨论中,可参见之前文章:https://blog.csdn.net/u011943534/article/details/102906030
storageclass的部署也不在此篇的讨论中,可参见之前文章:https://blog.csdn.net/u011943534/article/details/100887530
1、准备镜像
docker pull grafana/loki:2.3.0
docker tag grafana/loki:2.3.0 172.16.10.160:80/grafana/loki:2.3.0
docker push 172.16.10.160:80/grafana/loki:2.3.0
docker save -o grafana-loki-2.3.0.tar grafana/loki:2.3.0
docker pull grafana/promtail:2.3.0
docker tag grafana/promtail:2.3.0 172.16.10.160:80/grafana/promtail:2.3.0
docker push 172.16.10.160:80/grafana/promtail:2.3.0
docker save -o grafana-promtail-2.3.0.tar grafana/promtail:2.3.0
以上步骤中将依赖的镜像下载后重新打标签推送到了我的本地私服中,并将镜像打成压缩包,待其他地方使用,适合离线的场景。
(在以下步骤中用到镜像的地方使用的我的镜像地址,需要替换为自己的;storageclass也替换为自己的)
2、编写loki-rbac.yaml
apiVersion: v1
kind: ServiceAccount
metadata:
name: loki
namespace: logging
---
apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
name: loki
namespace: logging
rules:
- apiGroups:
- extensions
resourceNames:
- loki
resources:
- podsecuritypolicies
verbs:
- use
---
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
name: loki
namespace: logging
roleRef:
apiGroup: rbac.authorization.k8s.io
kind: Role
name: loki
subjects:
- kind: ServiceAccount
name: loki
3、编写loki-configmap.yaml
apiVersion: v1
kind: ConfigMap
metadata:
name: loki
namespace: logging
labels:
app: loki
data:
loki.yaml: |
auth_enabled: false
ingester:
chunk_idle_period: 3m # 如果块没有达到最大的块大小,那么在刷新之前,块应该在内存中不更新多长时间
chunk_block_size: 262144
chunk_retain_period: 1m # 块刷新后应该在内存中保留多长时间
max_transfer_retries: 0 # Number of times to try and transfer chunks when leaving before falling back to flushing to the store. Zero = no transfers are done.
lifecycler: #配置ingester的生命周期,以及在哪里注册以进行发现
ring:
kvstore:
store: inmemory # 用于ring的后端存储,支持consul、etcd、inmemory
replication_factor: 1 # 写入和读取的ingesters数量,至少为1(为了冗余和弹性,默认情况下为3)
limits_config:
enforce_metric_name: false
reject_old_samples: true # 旧样品是否会被拒绝
reject_old_samples_max_age: 168h # 拒绝旧样本的最大时限
schema_config: # 配置从特定时间段开始应该使用哪些索引模式
configs:
- from: 2020-10-24 # 创建索引的日期。如果这是唯一的schema_config,则使用过去的日期,否则使用希望切换模式时的日期
store: boltdb-shipper # 索引使用哪个存储,如:cassandra, bigtable, dynamodb,或boltdb
object_store: filesystem # 用于块的存储,如:gcs, s3, inmemory, filesystem, cassandra,如果省略,默认值与store相同
schema: v11
index: # 配置如何更新和存储索引
prefix: index_ # 所有周期表的前缀
period: 24h # 表周期
server:
http_listen_port: 3100
storage_config: # 为索引和块配置一个或多个存储
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: # 配置如何缓存块,以及在将它们保存到存储之前等待多长时间
max_look_back_period: 0s #限制查询数据的时间,默认是禁用的,这个值应该小于或等于table_manager.retention_period中的值
table_manager:
retention_deletes_enabled: true # 日志保留周期开关,用于表保留删除
retention_period: 48h # 日志保留周期,保留期必须是索引/块的倍数
compactor:
working_directory: /data/loki/boltdb-shipper-compactor
shared_store: filesystem
4、 编写loki.yaml
---
apiVersion: v1
kind: Service
metadata:
name: loki
namespace: logging
labels:
app: loki
spec:
type: ClusterIP
ports:
- port: 3100
protocol: TCP
name: http-metrics
targetPort: http-metrics
selector:
app: loki
---
apiVersion: v1
kind: Service
metadata:
name: loki-outer
namespace: logging
labels:
app: loki
spec:
type: NodePort
ports:
- port: 3100
protocol: TCP
name: http-metrics
targetPort: http-metrics
nodePort: 32537
selector:
app: loki
---
apiVersion: apps/v1
kind: StatefulSet
metadata:
name: loki
namespace: logging
labels:
app: loki
spec:
podManagementPolicy: OrderedReady
replicas: 1
selector:
matchLabels:
app: loki
serviceName: loki
updateStrategy:
type: RollingUpdate
template:
metadata:
labels:
app: loki
spec:
serviceAccountName: loki
securityContext:
fsGroup: 10001
runAsGroup: 10001
runAsNonRoot: true
runAsUser: 10001
initContainers: []
containers:
- name: loki
image: 172.16.10.160:80/grafana/loki:2.3.0
imagePullPolicy: IfNotPresent
args:
- -config.file=/etc/loki/loki.yaml
volumeMounts:
- name: config
mountPath: /etc/loki
- name: storage
mountPath: /data
ports:
- name: http-metrics
containerPort: 3100
protocol: TCP
livenessProbe:
httpGet:
path: /ready
port: http-metrics
scheme: HTTP
initialDelaySeconds: 45
timeoutSeconds: 1
periodSeconds: 10
successThreshold: 1
failureThreshold: 3
readinessProbe:
httpGet:
path: /ready
port: http-metrics
scheme: HTTP
initialDelaySeconds: 45
timeoutSeconds: 1
periodSeconds: 10
successThreshold: 1
failureThreshold: 3
securityContext:
readOnlyRootFilesystem: true
terminationGracePeriodSeconds: 4800
volumes:
- name: config
configMap:
defaultMode: 420
name: loki
volumeClaimTemplates:
- metadata:
name: storage
labels:
app: loki
annotations:
volume.beta.kubernetes.io/storage-class: "course-nfs-storage"
spec:
accessModes:
- ReadWriteOnce
resources:
requests:
storage: "2Gi"
5、 编写loki-promtail-configmap.yaml
apiVersion: v1
kind: ConfigMap
metadata:
name: loki-promtail
namespace: logging
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__
6、 编写loki-promtail-rbac.yaml
apiVersion: v1
kind: ServiceAccount
metadata:
name: loki-promtail
labels:
app: promtail
namespace: logging
---
kind: ClusterRole
apiVersion: rbac.authorization.k8s.io/v1
metadata:
labels:
app: promtail
name: promtail-clusterrole
namespace: logging
rules:
- apiGroups: [""] # "" indicates the core API group
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: logging
subjects:
- kind: ServiceAccount
name: loki-promtail
namespace: logging
roleRef:
kind: ClusterRole
name: promtail-clusterrole
apiGroup: rbac.authorization.k8s.io
7、 编写loki-promtail.yaml
---
apiVersion: apps/v1
kind: DaemonSet
metadata:
name: loki-promtail
namespace: logging
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: 172.16.10.160:80/grafana/promtail:2.3.0
imagePullPolicy: IfNotPresent
args:
- -config.file=/etc/promtail/promtail.yaml
- -client.url=http://loki: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/docker/containers
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:
defaultMode: 420
name: loki-promtail
- name: run
hostPath:
path: /run/promtail
type: ""
- name: docker
hostPath:
path: /var/lib/docker/containers
- name: pods
hostPath:
path: /var/log/pods
8、部署
kubectl apply –f loki-rbac.yaml
kubectl apply –f loki-configmap.yaml
kubectl apply –f loki.yaml
kubectl apply –f loki-promtail-rbac.yaml
kubectl apply –f loki-promtail-configmap.yaml
kubectl apply –f loki-promtail.yaml