【监控系统】配合Graphite使用的报警系统

栏目: 服务器 · 发布时间: 6年前

内容简介：【监控系统】配合Graphite使用的报警系统

我们的监控系统采用的是 collectd收集，graphite存储，grafana展示的架构，好处是新添加的服务可以自动接入，并且图形化的展示页比较直观，但是不足之处是整个体系中没有能够在指标出现问题的时候进行报警通知的功能。经过尝试了多种报警系统，我们最终选定了seyren作为报警组件，本文会介绍尝试过的其他组件以及优缺点。

对报警系统的要求

对报警系统的要求总结起来有如下几点：

  1. 能够从graphite中读取数据：既然架构上使用了graphite作为监控指标的存储，我们不希望再引入另外一个存储组件

  2. 集中配置：所有的监控指标阀值需要再一个地方进行统一的配置和管理，方便进行调整，因此在每台机器上进行检查报警的相关组件不作为候选方案

  3. 自动化配置：新的服务进行接入或者已有的服务进行扩容的时候能够自动化进行接入，这里就要求报警系统能够进行通用化的配置或者提供接口进行报警规则的添加

  4. 报警通道支持扩展：需要接入工资提供的短信报警平台，必须能够进行定制

选型

Grafana报警功能

我们首选的是Grafana的报警功能，因为已经使用Grafana进行绘图和dashboard展示了。Grafana从4.X开始添加了报警功能,可以对一个查询配置报警条件并选择一个报警通道进行报警，配置界面如下图：

【监控系统】配合Graphite使用的报警系统

报警通道的选择也比较多，包括Slack，Mail 以及 WebHook 等。其中WebHook可以作为扩展报警通道的方法，当触发一个报警的时候会以POST方法访问WebHook，把报警的具体信息上传，我们可以自己实现一个HTTP接口处理请求，以便实现和不同报警系统的对接。POST消息体如下(摘自Grafana文档)：

{
  "title": "My alert",
  "ruleId": 1,
  "ruleName": "Load peaking!",
  "ruleUrl": "http://url.to.grafana/db/dashboard/my_dashboard?panelId=2",
  "state": "alerting",
  "imageUrl": "http://s3.image.url",
  "message": "Load is peaking. Make sure the traffic is real and spin up more webfronts",
  "evalMatches": [
    {
      "metric": "requests",
      "tags": {},
      "value": 122
    }
  ]
}

触发报警以后在dashboard上会以不同的颜色展现：

【监控系统】配合Graphite使用的报警系统

存在的问题

第一个问题是报警的查询不能够支持Grafana模版。Grafana的模版功能很好的解决了新项目接入时候复杂的操作，只要按照预设的规则进行上报，新接入项目的时候完全不用创建新的Dashboard。由于报警模块缺少对模版的支持，使用上就需要每一个服务器的报警查询都必须明确定义，不能包含模版变量，这样就导致接入一个新的项目的时候需要大量的手工／半自动化操作才能够完成报警的配置。

第二个问题是查询表达式不能够对一个单独的Meter单独维护报警状态。例如定一个报警查询 collectd.*.cpu.percent-idle，如果我们有2台服务器，这个查询就对应了2个meter：collectd.host2.cpu.percent-idle 和 collectd.host1.cpu.percent-idle，当host1的cpu idle 达到报警阀值的时候这个check的状态会被改为ALERTING并触发发送报警信息，但是当host2触发到报警阀值的时候就不会发送报警了。Grafana的文档中提到这个功能后面会有支持的计划，但是暂时还无法使用。

cabot

cabot 是一个主要为Graphite数据源设计的报警系统，和Grafana类似，可以通过定义一个grafana的metric查询以及阀值进行报警，可以通过自己实现插件进行报警的发送。与Grafana的报警组件类似，对于一个查询包含了多个metric的情况无法单独对每个Metric进行报警状态的追踪。

seyren

seyren 也是为Graphite数据源设置的报警系统，优点是在metric查询中包含多个metric的情况下能够单独为每个metric追踪报警状态。

首先我们定义一个check，metric查询是 collectd.base.control.jy.*.cpu.percent-idle， 中间＊匹配的是所有服务器的IP地址。下图是check的配置界面，定义查询以后需要定义warn的阀值和error的阀值，定义以后会展示出最近一段时间的监控图。

【监控系统】配合Graphite使用的报警系统

保存了Check以后就能够从dashboard中查看到报警的情况，可以看到所有匹配的metric都有一个独立的状态进行追踪。这个特性使得自动化添加服务器和服务成为可能，新扩容的机器只要按照约定进行监控数据的上报就能够被上述check涵盖。

【监控系统】配合Graphite使用的报警系统

警报的发送方面，seyren支持的报警通道也比较多，例如 Email, Flowdock, HipChat, HTTP, Hubot等，这里我们只关心HTTP。下图是一个HTTP报警通道的设置，只要定义一个URL就好，这个URL要能够接受POST请求，报警的具体信息会用json的方式通过post body上传。

【监控系统】配合Graphite使用的报警系统

报警的POST Body 关键节点摘录如下：

"alerts": [
    {
      "checkId": "59327b84e4b0a957ebb25f77",
      "targetHash": "\ufffd\u0006LC\ufffd\ufffd\ufffd\ufffd\u0002\u007f\u0002\ufffd\ufffd\ufffdkE",
      "fromType": "OK",
      "toType": "WARN",
      "warn": 57,
      "timestamp": 1496484513227,
      "error": 62,
      "value": 58.1702216645755,
      "id": "59328aa1e4b0a957ebb26201",
      "target": "collectd.base.control.jy.host1.cpu.percent-idle"
    },
    {
      "checkId": "59327b84e4b0a957ebb25f77",
      "targetHash": "\ufffd\ufffd\ufffd\ufffd\ufffd>G\u001c\ufffd\ufffd\ufffd\u001c\ufffd9\ufffd\ufffd",
      "fromType": "WARN",
      "toType": "OK",
      "warn": 57,
      "timestamp": 1496484513227,
      "error": 62,
      "value": 52.6318006613729,
      "id": "59328aa1e4b0a957ebb26209",
      "target": "collectd.base.control.jy.host2.cpu.percent-idle"
    }
  ],

可以看到alert节点里面为每一个host单独维护和上报了检查状态。

下面是POST Body的全部内容：

{
  "preview": "<br /><img src=http://192.168.1.1/render/?target=collectd.base.control.jy.*.cpu.percent-idle&from=10:08_20170603&until=09:08_20170603⌖=alias(dashed(color(constantLine(57),%22yellow%22)),%22warn%20level%22)⌖=alias(dashed(color(constantLine(62),%22red%22)),%22error%20level%22)&width=500&height=225></img>",
  "subscription": {
    "su": true,
    "mo": true,
    "tu": true,
    "we": true,
    "th": true,
    "fr": true,
    "sa": true,
    "ignoreWarn": false,
    "ignoreError": false,
    "ignoreOk": false,
    "fromTime": {
      "chronology": {
        "zone": {
          "fixed": true,
          "id": "UTC"
        }
      },
      "millisOfSecond": 0,
      "millisOfDay": 0,
      "secondOfMinute": 0,
      "hourOfDay": 0,
      "minuteOfHour": 0,
      "fieldTypes": [
        {
          "durationType": {
            "name": "hours"
          },
          "rangeDurationType": {
            "name": "days"
          },
          "name": "hourOfDay"
        },
        {
          "durationType": {
            "name": "minutes"
          },
          "rangeDurationType": {
            "name": "hours"
          },
          "name": "minuteOfHour"
        },
        {
          "durationType": {
            "name": "seconds"
          },
          "rangeDurationType": {
            "name": "minutes"
          },
          "name": "secondOfMinute"
        },
        {
          "durationType": {
            "name": "millis"
          },
          "rangeDurationType": {
            "name": "seconds"
          },
          "name": "millisOfSecond"
        }
      ],
      "values": [
        0,
        0,
        0,
        0
      ],
      "fields": [
        {
          "range": 24,
          "rangeDurationField": {
            "unitMillis": 86400000,
            "precise": true,
            "name": "days",
            "type": {
              "name": "days"
            },
            "supported": true
          },
          "maximumValue": 23,
          "lenient": false,
          "unitMillis": 3600000,
          "durationField": {
            "unitMillis": 3600000,
            "precise": true,
            "name": "hours",
            "type": {
              "name": "hours"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "hourOfDay",
          "type": {
            "durationType": {
              "name": "hours"
            },
            "rangeDurationType": {
              "name": "days"
            },
            "name": "hourOfDay"
          },
          "supported": true
        },
        {
          "range": 60,
          "rangeDurationField": {
            "unitMillis": 3600000,
            "precise": true,
            "name": "hours",
            "type": {
              "name": "hours"
            },
            "supported": true
          },
          "maximumValue": 59,
          "lenient": false,
          "unitMillis": 60000,
          "durationField": {
            "unitMillis": 60000,
            "precise": true,
            "name": "minutes",
            "type": {
              "name": "minutes"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "minuteOfHour",
          "type": {
            "durationType": {
              "name": "minutes"
            },
            "rangeDurationType": {
              "name": "hours"
            },
            "name": "minuteOfHour"
          },
          "supported": true
        },
        {
          "range": 60,
          "rangeDurationField": {
            "unitMillis": 60000,
            "precise": true,
            "name": "minutes",
            "type": {
              "name": "minutes"
            },
            "supported": true
          },
          "maximumValue": 59,
          "lenient": false,
          "unitMillis": 1000,
          "durationField": {
            "unitMillis": 1000,
            "precise": true,
            "name": "seconds",
            "type": {
              "name": "seconds"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "secondOfMinute",
          "type": {
            "durationType": {
              "name": "seconds"
            },
            "rangeDurationType": {
              "name": "minutes"
            },
            "name": "secondOfMinute"
          },
          "supported": true
        },
        {
          "range": 1000,
          "rangeDurationField": {
            "unitMillis": 1000,
            "precise": true,
            "name": "seconds",
            "type": {
              "name": "seconds"
            },
            "supported": true
          },
          "maximumValue": 999,
          "lenient": false,
          "unitMillis": 1,
          "durationField": {
            "unitMillis": 1,
            "precise": true,
            "name": "millis",
            "type": {
              "name": "millis"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "millisOfSecond",
          "type": {
            "durationType": {
              "name": "millis"
            },
            "rangeDurationType": {
              "name": "seconds"
            },
            "name": "millisOfSecond"
          },
          "supported": true
        }
      ]
    },
    "toTime": {
      "chronology": {
        "zone": {
          "fixed": true,
          "id": "UTC"
        }
      },
      "millisOfSecond": 0,
      "millisOfDay": 86340000,
      "secondOfMinute": 0,
      "hourOfDay": 23,
      "minuteOfHour": 59,
      "fieldTypes": [
        {
          "durationType": {
            "name": "hours"
          },
          "rangeDurationType": {
            "name": "days"
          },
          "name": "hourOfDay"
        },
        {
          "durationType": {
            "name": "minutes"
          },
          "rangeDurationType": {
            "name": "hours"
          },
          "name": "minuteOfHour"
        },
        {
          "durationType": {
            "name": "seconds"
          },
          "rangeDurationType": {
            "name": "minutes"
          },
          "name": "secondOfMinute"
        },
        {
          "durationType": {
            "name": "millis"
          },
          "rangeDurationType": {
            "name": "seconds"
          },
          "name": "millisOfSecond"
        }
      ],
      "values": [
        23,
        59,
        0,
        0
      ],
      "fields": [
        {
          "range": 24,
          "rangeDurationField": {
            "unitMillis": 86400000,
            "precise": true,
            "name": "days",
            "type": {
              "name": "days"
            },
            "supported": true
          },
          "maximumValue": 23,
          "lenient": false,
          "unitMillis": 3600000,
          "durationField": {
            "unitMillis": 3600000,
            "precise": true,
            "name": "hours",
            "type": {
              "name": "hours"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "hourOfDay",
          "type": {
            "durationType": {
              "name": "hours"
            },
            "rangeDurationType": {
              "name": "days"
            },
            "name": "hourOfDay"
          },
          "supported": true
        },
        {
          "range": 60,
          "rangeDurationField": {
            "unitMillis": 3600000,
            "precise": true,
            "name": "hours",
            "type": {
              "name": "hours"
            },
            "supported": true
          },
          "maximumValue": 59,
          "lenient": false,
          "unitMillis": 60000,
          "durationField": {
            "unitMillis": 60000,
            "precise": true,
            "name": "minutes",
            "type": {
              "name": "minutes"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "minuteOfHour",
          "type": {
            "durationType": {
              "name": "minutes"
            },
            "rangeDurationType": {
              "name": "hours"
            },
            "name": "minuteOfHour"
          },
          "supported": true
        },
        {
          "range": 60,
          "rangeDurationField": {
            "unitMillis": 60000,
            "precise": true,
            "name": "minutes",
            "type": {
              "name": "minutes"
            },
            "supported": true
          },
          "maximumValue": 59,
          "lenient": false,
          "unitMillis": 1000,
          "durationField": {
            "unitMillis": 1000,
            "precise": true,
            "name": "seconds",
            "type": {
              "name": "seconds"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "secondOfMinute",
          "type": {
            "durationType": {
              "name": "seconds"
            },
            "rangeDurationType": {
              "name": "minutes"
            },
            "name": "secondOfMinute"
          },
          "supported": true
        },
        {
          "range": 1000,
          "rangeDurationField": {
            "unitMillis": 1000,
            "precise": true,
            "name": "seconds",
            "type": {
              "name": "seconds"
            },
            "supported": true
          },
          "maximumValue": 999,
          "lenient": false,
          "unitMillis": 1,
          "durationField": {
            "unitMillis": 1,
            "precise": true,
            "name": "millis",
            "type": {
              "name": "millis"
            },
            "supported": true
          },
          "minimumValue": 0,
          "leapDurationField": null,
          "name": "millisOfSecond",
          "type": {
            "durationType": {
              "name": "millis"
            },
            "rangeDurationType": {
              "name": "seconds"
            },
            "name": "millisOfSecond"
          },
          "supported": true
        }
      ]
    },
    "enabled": true,
    "id": "59328a65e4b0a957ebb26200",
    "type": "HTTP",
    "target": "http://10.153.74.117:8083/sonar/1.0/alarm_str"
  },
  "check": {
    "subscriptions": [
      {
        "su": true,
        "mo": true,
        "tu": true,
        "we": true,
        "th": true,
        "fr": true,
        "sa": true,
        "ignoreWarn": false,
        "ignoreError": false,
        "ignoreOk": false,
        "fromTime": {
          "chronology": {
            "zone": {
              "fixed": true,
              "id": "UTC"
            }
          },
          "millisOfSecond": 0,
          "millisOfDay": 0,
          "secondOfMinute": 0,
          "hourOfDay": 0,
          "minuteOfHour": 0,
          "fieldTypes": [
            {
              "durationType": {
                "name": "hours"
              },
              "rangeDurationType": {
                "name": "days"
              },
              "name": "hourOfDay"
            },
            {
              "durationType": {
                "name": "minutes"
              },
              "rangeDurationType": {
                "name": "hours"
              },
              "name": "minuteOfHour"
            },
            {
              "durationType": {
                "name": "seconds"
              },
              "rangeDurationType": {
                "name": "minutes"
              },
              "name": "secondOfMinute"
            },
            {
              "durationType": {
                "name": "millis"
              },
              "rangeDurationType": {
                "name": "seconds"
              },
              "name": "millisOfSecond"
            }
          ],
          "values": [
            0,
            0,
            0,
            0
          ],
          "fields": [
            {
              "range": 24,
              "rangeDurationField": {
                "unitMillis": 86400000,
                "precise": true,
                "name": "days",
                "type": {
                  "name": "days"
                },
                "supported": true
              },
              "maximumValue": 23,
              "lenient": false,
              "unitMillis": 3600000,
              "durationField": {
                "unitMillis": 3600000,
                "precise": true,
                "name": "hours",
                "type": {
                  "name": "hours"
                },
                "supported": true
              },
              "minimumValue": 0,
              "leapDurationField": null,
              "name": "hourOfDay",
              "type": {
                "durationType": {
                  "name": "hours"
                },
                "rangeDurationType": {
                  "name": "days"
                },
                "name": "hourOfDay"
              },
              "supported": true
            },
            {
              "range": 60,
              "rangeDurationField": {
                "unitMillis": 3600000,
                "precise": true,
                "name": "hours",
                "type": {
                  "name": "hours"
                },
                "supported": true
              },
              "maximumValue": 59,
              "lenient": false,
              "unitMillis": 60000,
              "durationField": {
                "unitMillis": 60000,
                "precise": true,
                "name": "minutes",
                "type": {
                  "name": "minutes"
                },
                "supported": true
              },
              "minimumValue": 0,
              "leapDurationField": null,
              "name": "minuteOfHour",
              "type": {
                "durationType": {
                  "name": "minutes"
                },
                "rangeDurationType": {
                  "name": "hours"
                },
                "name": "minuteOfHour"
              },
              "supported": true
            },
            {
              "range": 60,
              "rangeDurationField": {
                "unitMillis": 60000,
                "precise": true,
                "name": "minutes",
                "type": {
                  "name": "minutes"
                },
                "supported": true
              },
              "maximumValue": 59,
              "lenient": false,
              "unitMillis": 1000,
              "durationField": {
                "unitMillis": 1000,
                "precise": true,
                "name": "seconds",
                "type": {
                  "name": "seconds"
                },
                "supported": true
              },
              "minimumValue": 0,
              "leapDurationField": null,
              "name": "secondOfMinute",
              "type": {
                "durationType": {
                  "name": "seconds"
                },
                "rangeDurationType": {
                  "name": "minutes"
                },
                "name": "secondOfMinute"
              },
              "supported": true
            },
            {
              "range": 1000,
              "rangeDurationField": {
                "unitMillis": 1000,
                "precise": true,
                "name": "seconds",
                "type": {
                  "name": "seconds"
                },
                "supported": true
              },
              "maximumValue": 999,
              "lenient": false,
              "unitMillis": 1,
              "durationField": {
                "unitMillis": 1,
                "precise": true,
                "name": "millis",
                "type": {
                  "name": "millis"
                },
                "supported": true
              },
              "minimumValue": 0,
              "leapDurationField": null,
              "name": "millisOfSecond",
              "type": {
                "durationType": {
                  "name": "millis"
                },
                "rangeDurationType": {
                  "name": "seconds"
                },
                "name": "millisOfSecond"
              },
              "supported": true
            }
          ]
        },
        "toTime": {
          "chronology": {
            "zone": {
              "fixed": true,
              "id": "UTC"
            }
          },
          "millisOfSecond": 0,
          "millisOfDay": 86340000,
          "secondOfMinute": 0,
          "hourOfDay": 23,
          "minuteOfHour": 59,
          "fieldTypes": [
            {
              "durationType": {
                "name": "hours"
              },
              "rangeDurationType": {
                "name": "days"
              },
              "name": "hourOfDay"
            },
            {
              "durationType": {
                "name": "minutes"
              },
              "rangeDurationType": {
                "name": "hours"
              },
              "name": "minuteOfHour"
            },
            {
              "durationType": {
                "name": "seconds"
              },
              "rangeDurationType": {
                "name": "minutes"
              },
              "name": "secondOfMinute"
            },
            {
              "durationType": {
                "name": "millis"
              },
              "rangeDurationType": {
                "name": "seconds"
              },
              "name": "millisOfSecond"
            }
          ],
          "values": [
            23,
            59,
            0,
            0
          ],
          "fields": [
            {
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  "seyrenUrl": "http://localhost:8080/seyren"
}

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人工智能产品经理——AI时代PM修炼手册

人工智能产品经理——AI时代PM修炼手册

张竞宇 / 电子工业出版社 / 2018-6 / 59

随着人工智能热潮的兴起，企业对人工智能领域产品经理的人才需求也开始井喷，人工智能产品经理成为顺应时代潮流的重要人力资源。实际上，人工智能确实给现有的产品和服务带来了全方位的升级，这也给产品经理从业人员提出了更高的要求，是关注人工智能产品的产品经理们面临的一次关键转型考验。 《人工智能产品经理——AI时代PM修炼手册》从知识体系、能力模型、沟通技巧等方面帮助大家系统地梳理了人工智能产品经理所必......一起来看看 《人工智能产品经理——AI时代PM修炼手册》 这本书的介绍吧!

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