grafana+prometheus+hiveserver2(jmx_exporter+metrics)

一、hiveserver2开启metrics,并启动jmx_exporter

1、修改hive-site.xml文件开启metrics

xml 复制代码
<property>
    <name>hive.server2.metrics.enabled</name>
    <value>true</value>
</property>
<property>
  <name>hive.service.metrics.codahale.reporter.classes</name>
  <value>org.apache.hadoop.hive.common.metrics.metrics2.JmxMetricsReporter</value>
</property>

2、启动时带上jmx_exporter

①下载jmx_exporter安装包放在服务器上

下载路径:
prometheus常用exporter下载地址大全

xml 复制代码
/usr/local/jmx_expoter/jmx_prometheus_javaagent-0.9.0.jar
/usr/local/jmx_expoter/hiveserver2.yaml

/usr/local/jmx_expoter/hiveserver2.yaml文件内容

yaml 复制代码
rules:
    - pattern: '.*'

②修改hive安装目录bin/hive里的内容

bash 复制代码
##把这段内容
export HADOOP_CLIENT_OPTS="$HADOOP_CLIENT_OPTS -Dlog4j.configurationFile=hive-log4j2.properties"
##修改为,增加上 指定jar和yaml文件和指定jmx端口随意9909
export HADOOP_CLIENT_OPTS="$HADOOP_CLIENT_OPTS java -javaagent:/usr/local/jmx_expoter/jmx_prometheus_javaagent-0.9.0.jar=9909:/usr/local/jmx_expoter/hiveserver2.yaml -Dlog4j.configurationFile=hive-log4j2.properties"

3、查看都有哪些metrics

访问http://hiveIP:9909/metrics

二、配置prometheus

prometheus下载地址
1、prometheus.yaml增加一下配置

yaml 复制代码
scrape_configs:
    - job_name: "hiveserver2"
      static_configs:
        - targets: ["hiveIp:9909","hiveIp:9909"]

2、启动

bash 复制代码
nohup ./prometheus --config.file=prometheus.yaml --web.listen-address=:9090 --storage.tsdb.retention=7d > ./prometheus.log 2>&1 &

三、配置grafana

1、配置prometheus数据源

如果数据源不是这个名字,下边的json记得改名字
2、dashboards import json

其他指标可以自行添加panels(嵌板)

bash 复制代码
{
  "__inputs": [
    {
      "name": "VAR_JOB",
      "type": "constant",
      "label": "job",
      "value": "hiveserver2",
      "description": ""
    }
  ],
  "__requires": [
    {
      "type": "grafana",
      "id": "grafana",
      "name": "Grafana",
      "version": "5.4.2"
    },
    {
      "type": "panel",
      "id": "graph",
      "name": "Graph",
      "version": "5.0.0"
    },
    {
      "type": "datasource",
      "id": "prometheus",
      "name": "Prometheus",
      "version": "5.0.0"
    },
    {
      "type": "panel",
      "id": "singlestat",
      "name": "Singlestat",
      "version": "5.0.0"
    }
  ],
  "annotations": {
    "list": [
      {
        "builtIn": 1,
        "datasource": "-- Grafana --",
        "enable": true,
        "hide": true,
        "iconColor": "rgba(0, 211, 255, 1)",
        "name": "Annotations & Alerts",
        "type": "dashboard"
      }
    ]
  },
  "description": "Complete dashboard using metrics from prometheus JMX exporter, with drill down per job > instance",
  "editable": true,
  "gnetId": 8563,
  "graphTooltip": 0,
  "id": null,
  "iteration": 1545278553000,
  "links": [],
  "panels": [
    {
      "datasource": {
        "type": "prometheus",
        "uid": "8mvN3liIz"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 0,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "viz": false
            },
            "lineInterpolation": "linear",
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "auto",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "mode": "absolute",
            "steps": [
              {
                "color": "green",
                "value": null
              },
              {
                "color": "red",
                "value": 80
              }
            ]
          }
        },
        "overrides": []
      },
      "gridPos": {
        "h": 9,
        "w": 7,
        "x": 0,
        "y": 0
      },
      "id": 52,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
        },
        "tooltip": {
          "mode": "single",
          "sort": "none"
        }
      },
      "targets": [
        {
          "datasource": {
            "type": "prometheus",
            "uid": "8mvN3liIz"
          },
          "expr": "metrics_open_connections_Count{instance=\"$instance\",job=\"$job\"}",
          "refId": "A"
        }
      ],
      "title": "当前打开的连接数",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "8mvN3liIz"
      },
      "fieldConfig": {
        "defaults": {
          "color": {
            "mode": "palette-classic"
          },
          "custom": {
            "axisLabel": "count",
            "axisPlacement": "auto",
            "barAlignment": 0,
            "drawStyle": "line",
            "fillOpacity": 0,
            "gradientMode": "none",
            "hideFrom": {
              "legend": false,
              "tooltip": false,
              "viz": false
            },
            "lineInterpolation": "linear",
            "lineStyle": {
              "fill": "solid"
            },
            "lineWidth": 1,
            "pointSize": 5,
            "scaleDistribution": {
              "type": "linear"
            },
            "showPoints": "auto",
            "spanNulls": false,
            "stacking": {
              "group": "A",
              "mode": "none"
            },
            "thresholdsStyle": {
              "mode": "off"
            }
          },
          "mappings": [],
          "thresholds": {
            "mode": "absolute",
            "steps": [
              {
                "color": "green",
                "value": null
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              {
                "color": "red",
                "value": 80
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            ]
          }
        },
        "overrides": []
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      "gridPos": {
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        "y": 0
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      "id": 2,
      "options": {
        "legend": {
          "calcs": [],
          "displayMode": "list",
          "placement": "bottom"
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        "tooltip": {
          "mode": "single",
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      },
      "targets": [
        {
          "datasource": {
            "type": "prometheus",
            "uid": "8mvN3liIz"
          },
          "editorMode": "code",
          "exemplar": false,
          "expr": "metrics_hs2_active_sessions_Value{instance=\"$instance\",job=\"$job\"}",
          "format": "time_series",
          "instant": false,
          "legendFormat": "__auto",
          "range": true,
          "refId": "A"
        }
      ],
      "title": "当前活跃的session个数",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "8mvN3liIz"
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      "targets": [
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          },
          "expr": "metrics_hive_tez_tasks_Count{instance=\"$instance\",job=\"$job\"}",
          "refId": "A"
        }
      ],
      "title": "提交的Hive on Tez作业总数",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "8mvN3liIz"
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            },
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          },
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          "refId": "A"
        }
      ],
      "title": "当前打开的session数",
      "type": "timeseries"
    },
    {
      "datasource": {
        "type": "prometheus",
        "uid": "8mvN3liIz"
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          },
          "decimals": 0,
          "mappings": [],
          "thresholds": {
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      "type": "timeseries"
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        "uid": "8mvN3liIz"
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      "title": "累计连接数",
      "type": "stat"
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          "legendFormat": "__auto",
          "range": true,
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          "refId": "A"
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      "type": "stat"
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          "expr": "metrics_threads_runnable_count_Value{instance=\"$instance\",job=\"$job\"}",
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          "expr": "metrics_threads_new_count_Value{instance=\"$instance\",job=\"$job\"}",
          "refId": "A"
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      ],
      "title": "JVM new状态线程数",
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          "expr": "metrics_threads_waiting_count_Value{instance=\"$instance\",job=\"$job\"}",
          "refId": "A"
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      },
      "targets": [
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          },
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      ],
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    {
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        "type": "prometheus",
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          "hide": false,
          "legendFormat": " 分钟内FGC时长",
          "range": true,
          "refId": "B"
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      ],
      "title": "1 & 5 分钟内FGC时长",
      "type": "timeseries"
    },
    {
      "datasource": {
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        "overrides": [
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            "__systemRef": "hideSeriesFrom",
            "matcher": {
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              "options": {
                "mode": "exclude",
                "names": [
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                "prefix": "All except:",
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      "title": "获取当前jvm已加载类数量",
      "type": "timeseries"
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  ],
  "refresh": "10s",
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  "style": "dark",
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        "regex": "",
        "skipUrlSync": false,
        "type": "datasource"
      },
      {
        "current": {
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        },
        "hide": 0,
        "label": "job",
        "name": "job",
        "options": [
          {
            "value": "${VAR_JOB}",
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        "tagsQuery": "",
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        "includeAll": true,
        "label": null,
        "multi": true,
        "name": "mempool",
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        "tagValuesQuery": "",
        "tags": [],
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        "includeAll": true,
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        "name": "memarea",
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