• 使用Heapster获取集群对象的metric数据
    • 架构
    • 使用案例
      • 运行
      • API使用
    • 参考

    使用Heapster获取集群对象的metric数据

    Heapster作为kubernetes安装过程中默认安装的一个插件，见安装heapster插件。这对于集群监控十分有用，同时在Horizontal Pod Autoscaling中也用到了，HPA将Heapster作为Resource Metrics API，向其获取metric，做法是在kube-controller-manager 中配置--api-server指向kube-aggregator，也可以使用heapster来实现，通过在启动heapster的时候指定--api-server=true。

    Heapster可以收集Node节点上的cAdvisor数据，还可以按照kubernetes的资源类型来集合资源，比如Pod、Namespace域，可以分别获取它们的CPU、内存、网络和磁盘的metric。默认的metric数据聚合时间间隔是1分钟。

    架构

    下面是Heapster架构图：

    Heapster架构图

    Heapser是用Go语言开发Kubernetes集群计算资源使用情况的数据采集工具，编译后可以直接以一个二进制文件运行，通过向heapster传递的参数来指定数据采集行为，这些数据可以选择多种sink方式，例如Graphite、influxDB、OpenTSDB、ElasticSearch、Kafka等。

    使用案例

    Heapster使用起来很简单，本身就是二进制文件，直接使用命令行启动，也可以放在容器里运行，在作为kubernetes插件运行时，我们是直接放在容器中的，见安装heapster插件。

    运行

    下面是heapster的启动参数：

    Flag Description
    —allowed-users string comma-separated list of allowed users
    —alsologtostderr log to standard error as well as files
    —api-server Enable API server for the Metrics API. If set, the Metrics API will be served on —insecure-port (internally) and —secure-port (externally).
    —authentication-kubeconfig string kubeconfig file pointing at the ‘core’ kubernetes server with enough rights to create tokenaccessreviews.authentication.k8s.io.
    —authentication-token-webhook-cache-ttl duration The duration to cache responses from the webhook token authenticator. (default 10s)
    —authorization-kubeconfig string kubeconfig file pointing at the ‘core’ kubernetes server with enough rights to create subjectaccessreviews.authorization.k8s.io
    —authorization-webhook-cache-authorized-ttl duration The duration to cache ‘authorized’ responses from the webhook authorizer. (default 10s)
    —authorization-webhook-cache-unauthorized-ttl duration The duration to cache ‘unauthorized’ responses from the webhook authorizer. (default 10s)
    —bind-address ip The IP address on which to listen for the —secure-port port. The associated interface(s) must be reachable by the rest of the cluster, and by CLI/web clients. If blank, all interfaces will be used (0.0.0.0). (default 0.0.0.0)
    —cert-dir string The directory where the TLS certs are located (by default /var/run/kubernetes). If —tls-cert-file and —tls-private-key-file are provided, this flag will be ignored. (default “/var/run/kubernetes”)
    —client-ca-file string If set, any request presenting a client certificate signed by one of the authorities in the client-ca-file is authenticated with an identity corresponding to the CommonName of the client certificate.
    —contention-profiling Enable contention profiling. Requires —profiling to be set to work.
    —disable-export Disable exporting metrics in api/v1/metric-export
    —enable-swagger-ui Enables swagger ui on the apiserver at /swagger-ui
    —heapster-port int port used by the Heapster-specific APIs (default 8082)
    —historical-source string which source type to use for the historical API (should be exactly the same as one of the sink URIs), or empty to disable the historical API
    —label-seperator string seperator used for joining labels (default “,”)
    —listen-ip string IP to listen on, defaults to all IPs
    —log-backtrace-at traceLocation when logging hits line file:N, emit a stack trace (default :0)
    —log-dir string If non-empty, write log files in this directory
    —log-flush-frequency duration Maximum number of seconds between log flushes (default 5s)
    —logtostderr log to standard error instead of files (default true)
    —max-procs int max number of CPUs that can be used simultaneously. Less than 1 for default (number of cores)
    —metric-resolution duration The resolution at which heapster will retain metrics. (default 1m0s)
    —profiling Enable profiling via web interface host:port/debug/pprof/ (default true)
    —requestheader-allowed-names stringSlice List of client certificate common names to allow to provide usernames in headers specified by —requestheader-username-headers. If empty, any client certificate validated by the authorities in —requestheader-client-ca-file is allowed.
    —requestheader-client-ca-file string Root certificate bundle to use to verify client certificates on incoming requests before trusting usernames in headers specified by —requestheader-username-headers
    —requestheader-extra-headers-prefix stringSlice List of request header prefixes to inspect. X-Remote-Extra- is suggested. (default [x-remote-extra-])
    —requestheader-group-headers stringSlice List of request headers to inspect for groups. X-Remote-Group is suggested. (default [x-remote-group])
    —requestheader-username-headers stringSlice List of request headers to inspect for usernames. X-Remote-User is common. (default [x-remote-user])
    —secure-port int The port on which to serve HTTPS with authentication and authorization. If 0, don’t serve HTTPS at all. (default 6443)
    —sink *flags.Uris external sink(s) that receive data (default [])
    —source *flags.Uris source(s) to watch (default [])
    —stderrthreshold severity logs at or above this threshold go to stderr (default 2)
    —tls-ca-file string If set, this certificate authority will used for secure access from Admission Controllers. This must be a valid PEM-encoded CA bundle. Altneratively, the certificate authority can be appended to the certificate provided by —tls-cert-file.
    —tls-cert string file containing TLS certificate
    —tls-cert-file string File containing the default x509 Certificate for HTTPS. (CA cert, if any, concatenated after server cert). If HTTPS serving is enabled, and —tls-cert-file and —tls-private-key-file are not provided, a self-signed certificate and key are generated for the public address and saved to /var/run/kubernetes.
    —tls-client-ca string file containing TLS client CA for client cert validation
    —tls-key string file containing TLS key
    —tls-private-key-file string File containing the default x509 private key matching —tls-cert-file.
    —tls-sni-cert-key namedCertKey A pair of x509 certificate and private key file paths, optionally suffixed with a list of domain patterns which are fully qualified domain names, possibly with prefixed wildcard segments. If no domain patterns are provided, the names of the certificate are extracted. Non-wildcard matches trump over wildcard matches, explicit domain patterns trump over extracted names. For multiple key/certificate pairs, use the —tls-sni-cert-key multiple times. Examples: “example.key,example.crt” or “*.foo.com,foo.com:foo.key,foo.crt”. (default [])
    —v Level log level for V logs
    —version print version info and exit
    —vmodule moduleSpec comma-separated list of pattern=N settings for file-filtered logging

    Version

    version: v1.4.0commit: 546ab66f

    API使用

    Heapster提供RESTful API接口，下面以获取spark-cluster namespace的memory usage为例讲解Heapster API的使用。

    构造URL地址

    https://172.20.0.113:6443/api/v1/proxy/namespaces/kube-system/services/heapster/api/v1/model/namespaces/spark-cluster/metrics/memory/usage?start=2017-10-16T09:14:00Z&end=2017-10-16T09:16:00Z

    结果

    访问该地址获取的结果是这样的：

    1. {
    2.   "metrics": [
    3.    {
    4.     "timestamp": "2017-10-16T09:14:00Z",
    5.     "value": 322592768
    6.    },
    7.    {
    8.     "timestamp": "2017-10-16T09:15:00Z",
    9.     "value": 322592768
    10.    },
    11.    {
    12.     "timestamp": "2017-10-16T09:16:00Z",
    13.     "value": 322592768
    14.    }
    15.   ],
    16.   "latestTimestamp": "2017-10-16T09:16:00Z"
    17.  }

    注意：Heapster中查询的所有值都是以最小单位为单位，比如CPU为1milicore，内存为B。

    第一部分：Heapster API地址

    https://172.20.0.113:6443/api/v1/proxy/namespaces/kube-system/services/heapster/

    可以使用下面的命令获取:

    1. $ kubectl cluster-info
    2. Heapster is running at https://172.20.0.113:6443/api/v1/proxy/namespaces/kube-system/services/heapster
    3. ...

    第二部分：Heapster API参数

    /api/v1/model/namespaces/spark-cluster/metrics/memory/usage

    表示查询的是spark-cluster namespace中的memory/usage的metrics。

    第三部分：时间片

    ?start=2017-10-16T09:14:00Z&end=2017-10-16T09:16:00Z

    查询参数为时间片：包括start和end。使用RFC-3339时间格式，在Linux系统中可以这样获取：

    1. $ date --rfc-3339="seconds"
    2. 2017-10-16 17:23:20+08:00

    该时间中的空格替换成T，最后的+08:00替换成Z代表时区。可以只指定start时间，end时间自动设置为当前时间。

    参考

    • kubernetes metrics
    • Heapster metric model
    • Heapster storage schema