AspNet Core下利用 app-metrics+Grafana + InfluxDB实现高大上的性能监控界面

在日常系统工作中,我们为了洞察系统的问题和运作情况通常会记录日志的方式来进行分析,但是在很多情况下都是被动的在出问题后才会去查日志。在很多时候,我们可能更需要相对实时的了解整个系统或者某一时段的运行的情况,诸如系统出错的频率以及响应时间等等指标。这些动态的准实时信息对于监控整个系统的运行和健康状况非常重要,而本文的主角们能通过很好的配合帮助你实现这个目标,而且是一种高大上的实现方式。想想泡杯茶翘着二郎腿看着偌大的屏幕上有着一堆华丽的仪表和曲线图,即使看不懂也很牛B的样子啊!(谁知道我看得懂看不懂呢,是不是?)

Q: 那什么是App-Metrics?
A: App Metrics是一个开源和跨平台的.NET库,用于记录应用程序中各项指标。可以在.NET Core上运行,也可以在支持.NET 4.5.2的完整.NET框架上运行。
App Metrics对底层数据源做了很好的抽象以支持很多类型的数据库,例如:
InfluxDb、Prometheus、ElasticSearch等等。。
同时他又提供了很多Measurements比如Apdex, Gauges, Counters, Meters, Histograms 等等一大堆


1. 安装Grafana

Q: 什么是Grafana
A: 一个类似Kibana的可视化数据开源程序,一般配合时间序列数据库进行配合来展示数据

这里为了方便使用docker来运行Grafana

docker run -d --name=grafana -p 3000:3000 grafana/grafana

接着我们确认下是否正常运行了

docker ps -a


2. 安装 InfluxDB

InfluxDb是比较流行的时序数据库,可以根据需要替换成Prometheus同上为了方便我们还是使用docker来运行
如果你希望每次都能保持之前docker运行收集的数据可以用docker 的-v选项把目录映射到本机的目录以便持久化数据

==注意influxdb有2个端口一个是admin一个database==

docker run -d -p 8083:8083 -p 8086:8086 --expose 8090 --expose 8099 tutum/influxdb

如图另外开一个控制台我们看到后台已经运行了2个容器

输入http://127.0.0.1:8083/ 访问InfluxDb的控制界面以便创建数据库



3. 配置AspNet Core2.x

  • 先照常新建一个MVC项目

  • 安装所需的第三方库


    dotnet add package App.Metrics.Extensions.Mvc
    dotnet add package App.Metrics.Formatters.Json
    dotnet add package App.Metrics.Extensions.Reporting.InfluxDB

    控制台显示安装成功!


  • 修改Startup.cs


    using System;
    using System.Collections.Generic;
    using System.Linq;
    using System.Threading.Tasks;
    using App.Metrics.Configuration;
    using App.Metrics.Extensions.Reporting.InfluxDB;
    using App.Metrics.Extensions.Reporting.InfluxDB.Client;
    using App.Metrics.Reporting.Interfaces;
    using Microsoft.AspNetCore.Builder;
    using Microsoft.AspNetCore.Hosting;
    using Microsoft.AspNetCore.Http;
    using Microsoft.AspNetCore.HttpsPolicy;
    using Microsoft.AspNetCore.Mvc;
    using Microsoft.Extensions.Configuration;
    using Microsoft.Extensions.DependencyInjection;
    namespace WebApplication1
    {
    public class Startup
    {
    public Startup(IConfiguration configuration)
    {
    Configuration = configuration;
    }
    public IConfiguration Configuration { get; }
    public void ConfigureServices(IServiceCollection services)
    {
    #region 注册 App-Metrics & 配置输出report到influxdb
    var database = "MyMetrics";
    var uri = new Uri(" http://127.0.0.1:8086 "); //本地Docker中运行的influx实例,注意InfluxDb有2个端口别搞错
    services.AddMetrics(options =>
    {
    options.WithGlobalTags((globalTags, info) =>
    {
    globalTags.Add("app", info.EntryAssemblyName);
    globalTags.Add("env", "stage");
    });
    })
    .AddHealthChecks()
    .AddReporting(
    factory =>
    {
    factory.AddInfluxDb(
    new InfluxDBReporterSettings
    {
    InfluxDbSettings = new InfluxDBSettings(database, uri),
    ReportInterval = TimeSpan.FromSeconds(5)
    });
    })
    .AddMetricsMiddleware(options => options.IgnoredHttpStatusCodes = new[] {404});
    #endregion
    services.Configure<CookiePolicyOptions>(options =>
    {
    options.CheckConsentNeeded = context => true;
    options.MinimumSameSitePolicy = SameSiteMode.None;
    });
    //添加Metric Filter到mvc
    services.AddMvc(options => options.AddMetricsResourceFilter())
    .SetCompatibilityVersion(CompatibilityVersion.Version_2_1);
    }
    // This method gets called by the runtime. Use this method to configure the HTTP request pipeline.
    public void Configure(IApplicationBuilder app, IHostingEnvironment env, ILoggerFactory loggerFactory, IApplicationLifetime lifetime)
    {
    if (env.IsDevelopment())
    {
    app.UseDeveloperExceptionPage();
    }
    else
    {
    app.UseExceptionHandler("/Home/Error");
    app.UseHsts();
    }
    app.UseHttpsRedirection();
    app.UseStaticFiles();
    app.UseCookiePolicy();
    loggerFactory.AddConsole(Configuration.GetSection(" Logging "));
    app.UseMetrics();
    app.UseMetricsReporting(lifetime);
    app.UseMvc(routes =>
    {
    routes.MapRoute(
    name: "default",
    template: "{controller=Home}/{action=Index}/{id?}");
    });
    }
    }
    }
  • 接下来就是配置豪华的Grafana了!
    打开浏览器试着访问docker内运行的Grafana容器,默认的用户名和密码是admin/admin 不用担心,第一次登录成功后系统会要求你重新设置新的密码,很贴心!!

    登录成功后,配置Datasource当然是选择我们之前运行的InfluxDb

按图进行配置

提交后,如下图显示即配置成功

接着就是创建你的Dashboard,可以自己建立也可以自己配置json文件导入,网上有很多例子可以直接下载

{
  "__inputs": [],
  "__requires": [
    {
      "type": "grafana",
      "id": "grafana",
      "name": "Grafana",
      "version": "4.2.0"
    },
    {
      "type": "panel",
      "id": "grafana-piechart-panel",
      "name": "Pie Chart",
      "version": "1.1.4"
    },
    {
      "type": "panel",
      "id": "graph",
      "name": "Graph",
      "version": ""
    },
    {
      "type": "panel",
      "id": "singlestat",
      "name": "Singlestat",
      "version": ""
    },
    {
      "type": "panel",
      "id": "table",
      "name": "Table",
      "version": ""
    }
  ],
  "annotations": {
    "list": []
  },
  "description": "Dashboard to visualize metrics captured by App Metrics ASP.NET Core Middleware 1.2.0, tested with App.Metrics.Extensions.Reporting.InfluxDB 1.2.0  - http://app-metrics.io/",
  "editable": true,
  "gnetId": 2125,
  "graphTooltip": 1,
  "hideControls": false,
  "id": null,
  "links": [],
  "refresh": "5s",
  "rows": [
    {
      "collapse": true,
      "height": "250",
      "panels": [
        {
          "cacheTimeout": null,
          "colorBackground": false,
          "colorValue": false,
          "colors": [
            "rgba(245, 54, 54, 0.9)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(50, 172, 45, 0.97)"
          ],
          "datasource": "$datasource",
          "editable": true,
          "error": false,
          "format": "rpm",
          "gauge": {
            "maxValue": 100,
            "minValue": 0,
            "show": false,
            "thresholdLabels": false,
            "thresholdMarkers": true
          },
          "id": 8,
          "interval": "",
          "links": [],
          "mappingType": 1,
          "mappingTypes": [
            {
              "name": "value to text",
              "value": 1
            },
            {
              "name": "range to text",
              "value": 2
            }
          ],
          "maxDataPoints": 100,
          "nullPointMode": "connected",
          "nullText": null,
          "postfix": "",
          "postfixFontSize": "50%",
          "prefix": "",
          "prefixFontSize": "50%",
          "rangeMaps": [
            {
              "from": "null",
              "text": "N/A",
              "to": "null"
            }
          ],
          "span": 2,
          "sparkline": {
            "fillColor": "rgba(31, 118, 189, 0.18)",
            "full": true,
            "lineColor": "rgb(31, 120, 193)",
            "show": true
          },
          "targets": [
            {
              "dsType": "influxdb",
              "groupBy": [
                {
                  "params": [
                    "$interval"
                  ],
                  "type": "time"
                },
                {
                  "params": [
                    "null"
                  ],
                  "type": "fill"
                }
              ],
              "measurement": "application.httprequests__transactions",
              "policy": "default",
              "refId": "A",
              "resultFormat": "time_series",
              "select": [
                [
                  {
                    "params": [
                      "rate1m"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  }
                ]
              ],
              "tags": [
                {
                  "key": "app",
                  "operator": "=~",
                  "value": "/^$application$/"
                },
                {
                  "condition": "AND",
                  "key": "env",
                  "operator": "=~",
                  "value": "/^$environment$/"
                },
                {
                  "condition": "AND",
                  "key": "server",
                  "operator": "=~",
                  "value": "/^$server$/"
                }
              ]
            }
          ],
          "thresholds": "",
          "title": "Throughput",
          "type": "singlestat",
          "valueFontSize": "80%",
          "valueMaps": [
            {
              "op": "=",
              "text": "N/A",
              "value": "null"
            }
          ],
          "valueName": "current"
        },
        {
          "cacheTimeout": null,
          "colorBackground": false,
          "colorValue": false,
          "colors": [
            "rgba(50, 172, 45, 0.97)",
            "rgba(237, 129, 40, 0.89)",
            "rgba(245, 54, 54, 0.9)"
          ],
          "datasource": "$datasource",
          "decimals": 4,
          "editable": true,
          "error": false,
          "format": "percent",
          "gauge": {
            "maxValue": 100,
            "minValue": 0,
            "show": false,
            "thresholdLabels": false,
            "thresholdMarkers": true
          },
          "id": 6,
          "interval": null,
          "links": [],
          "mappingType": 1,
          "mappingTypes": [
            {
              "name": "value to text",
              "value": 1
            },
            {
              "name": "range to text",
              "value": 2
            }
          ],
          "maxDataPoints": 100,
          "nullPointMode": "connected",
          "nullText": null,
          "postfix": "",
          "postfixFontSize": "50%",
          "prefix": "",
          "prefixFontSize": "50%",
          "rangeMaps": [
            {
              "from": "",
              "text": "",
              "to": ""
            }
          ],
          "span": 2,
          "sparkline": {
            "fillColor": "rgba(31, 118, 189, 0.18)",
            "full": true,
            "lineColor": "rgb(31, 120, 193)",
            "show": true
          },
          "targets": [
            {
              "dsType": "influxdb",
              "groupBy": [],
              "measurement": "application.httprequests__one_minute_error_percentage_rate",
              "policy": "default",
              "query": "SELECT  \"value\" FROM \"application.httprequests__percentage_error_requests\" WHERE $timeFilter",
              "rawQuery": false,
              "refId": "A",
              "resultFormat": "time_series",
              "select": [
                [
                  {
                    "params": [
                      "value"
                    ],
                    "type": "field"
                  }
                ]
              ],
              "tags": [
                {
                  "key": "env",
                  "operator": "=~",
                  "value": "/^$environment$/"
                },
                {
                  "condition": "AND",
                  "key": "app",
                  "operator": "=~",
                  "value": "/^$application$/"
                },
                {
                  "condition": "AND",
                  "key": "server",
                  "operator": "=~",
                  "value": "/^$server$/"
                }
              ]
            }
          ],
          "thresholds": "",
          "title": "Error %",
          "type": "singlestat",
          "valueFontSize": "80%",
          "valueMaps": [
            {
              "op": "=",
              "text": "0%",
              "value": "null"
            }
          ],
          "valueName": "current"
        },
        {
          "aliasColors": {},
          "bars": false,
          "datasource": "$datasource",
          "editable": true,
          "error": false,
          "fill": 2,
          "id": 13,
          "interval": "$summarize",
          "legend": {
            "avg": false,
            "current": false,
            "max": false,
            "min": false,
            "show": false,
            "total": false,
            "values": false
          },
          "lines": true,
          "linewidth": 1,
          "links": [],
          "nullPointMode": "connected",
          "percentage": false,
          "pointradius": 5,
          "points": false,
          "renderer": "flot",
          "seriesOverrides": [],
          "span": 4,
          "stack": false,
          "steppedLine": false,
          "targets": [
            {
              "alias": "",
              "dsType": "influxdb",
              "groupBy": [
                {
                  "params": [
                    "$interval"
                  ],
                  "type": "time"
                },
                {
                  "params": [
                    "null"
                  ],
                  "type": "fill"
                }
              ],
              "measurement": "application.httprequests__active",
              "policy": "default",
              "refId": "A",
              "resultFormat": "time_series",
              "select": [
                [
                  {
                    "params": [
                      "value"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  }
                ]
              ],
              "tags": [
                {
                  "key": "env",
                  "operator": "=~",
                  "value": "/^$environment$/"
                },
                {
                  "condition": "AND",
                  "key": "app",
                  "operator": "=~",
                  "value": "/^$application$/"
                },
                {
                  "condition": "AND",
                  "key": "server",
                  "operator": "=~",
                  "value": "/^$server$/"
                }
              ]
            }
          ],
          "thresholds": [],
          "timeFrom": null,
          "timeShift": null,
          "title": "Active Requests",
          "tooltip": {
            "msResolution": false,
            "shared": true,
            "sort": 0,
            "value_type": "individual"
          },
          "type": "graph",
          "xaxis": {
            "mode": "time",
            "name": null,
            "show": true,
            "values": []
          },
          "yaxes": [
            {
              "format": "short",
              "label": null,
              "logBase": 1,
              "max": null,
              "min": null,
              "show": true
            },
            {
              "format": "short",
              "label": null,
              "logBase": 1,
              "max": null,
              "min": null,
              "show": true
            }
          ]
        },
        {
          "aliasColors": {
            "application.httprequests__apdex.last": "#6ED0E0"
          },
          "bars": false,
          "datasource": "$datasource",
          "editable": true,
          "error": false,
          "fill": 1,
          "height": "",
          "id": 7,
          "interval": "$summarize",
          "legend": {
            "avg": false,
            "current": false,
            "max": false,
            "min": false,
            "show": false,
            "total": false,
            "values": false
          },
          "lines": true,
          "linewidth": 3,
          "links": [],
          "nullPointMode": "connected",
          "percentage": false,
          "pointradius": 5,
          "points": false,
          "renderer": "flot",
          "seriesOverrides": [],
          "span": 4,
          "stack": false,
          "steppedLine": false,
          "targets": [
            {
              "dsType": "influxdb",
              "groupBy": [
                {
                  "params": [
                    "$interval"
                  ],
                  "type": "time"
                },
                {
                  "params": [
                    "null"
                  ],
                  "type": "fill"
                }
              ],
              "measurement": "application.httprequests__apdex",
              "policy": "default",
              "refId": "A",
              "resultFormat": "time_series",
              "select": [
                [
                  {
                    "params": [
                      "score"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  }
                ]
              ],
              "tags": [
                {
                  "key": "app",
                  "operator": "=~",
                  "value": "/^$application$/"
                },
                {
                  "condition": "AND",
                  "key": "env",
                  "operator": "=~",
                  "value": "/^$environment$/"
                },
                {
                  "condition": "AND",
                  "key": "server",
                  "operator": "=~",
                  "value": "/^$server$/"
                }
              ]
            }
          ],
          "thresholds": [
            {
              "colorMode": "critical",
              "fill": true,
              "line": true,
              "op": "lt",
              "value": 0.5
            },
            {
              "colorMode": "warning",
              "fill": true,
              "line": true,
              "op": "gt",
              "value": 0.5
            },
            {
              "colorMode": "ok",
              "fill": true,
              "line": true,
              "op": "gt",
              "value": 0.75
            }
          ],
          "timeFrom": null,
          "timeShift": null,
          "title": "Apdex score",
          "tooltip": {
            "msResolution": false,
            "shared": true,
            "sort": 0,
            "value_type": "individual"
          },
          "type": "graph",
          "xaxis": {
            "mode": "time",
            "name": null,
            "show": true,
            "values": []
          },
          "yaxes": [
            {
              "format": "short",
              "label": "apdex",
              "logBase": 1,
              "max": "1",
              "min": "0",
              "show": true
            },
            {
              "format": "short",
              "label": null,
              "logBase": 1,
              "max": null,
              "min": null,
              "show": false
            }
          ]
        },
        {
          "aliasColors": {},
          "bars": false,
          "datasource": "$datasource",
          "editable": true,
          "error": false,
          "fill": 1,
          "height": "350",
          "id": 1,
          "interval": "$summarize",
          "legend": {
            "avg": false,
            "current": true,
            "max": false,
            "min": false,
            "show": true,
            "total": false,
            "values": true
          },
          "lines": true,
          "linewidth": 1,
          "links": [],
          "nullPointMode": "connected",
          "percentage": false,
          "pointradius": 5,
          "points": false,
          "renderer": "flot",
          "seriesOverrides": [],
          "span": 6,
          "stack": false,
          "steppedLine": false,
          "targets": [
            {
              "alias": "$col",
              "dsType": "influxdb",
              "groupBy": [
                {
                  "params": [
                    "$interval"
                  ],
                  "type": "time"
                },
                {
                  "params": [
                    "null"
                  ],
                  "type": "fill"
                }
              ],
              "measurement": "application.httprequests__transactions",
              "policy": "default",
              "refId": "A",
              "resultFormat": "time_series",
              "select": [
                [
                  {
                    "params": [
                      "rate1m"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  },
                  {
                    "params": [
                      "1 min rate"
                    ],
                    "type": "alias"
                  }
                ],
                [
                  {
                    "params": [
                      "rate5m"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  },
                  {
                    "params": [
                      "5 min rate"
                    ],
                    "type": "alias"
                  }
                ],
                [
                  {
                    "params": [
                      "rate15m"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  },
                  {
                    "params": [
                      "15 min rate"
                    ],
                    "type": "alias"
                  }
                ]
              ],
              "tags": [
                {
                  "key": "env",
                  "operator": "=~",
                  "value": "/^$environment$/"
                },
                {
                  "condition": "AND",
                  "key": "app",
                  "operator": "=~",
                  "value": "/^$application$/"
                },
                {
                  "condition": "AND",
                  "key": "server",
                  "operator": "=~",
                  "value": "/^$server$/"
                }
              ]
            }
          ],
          "thresholds": [],
          "timeFrom": null,
          "timeShift": null,
          "title": "Throughput",
          "tooltip": {
            "msResolution": false,
            "shared": true,
            "sort": 0,
            "value_type": "individual"
          },
          "type": "graph",
          "xaxis": {
            "mode": "time",
            "name": null,
            "show": true,
            "values": []
          },
          "yaxes": [
            {
              "format": "rpm",
              "label": null,
              "logBase": 1,
              "max": null,
              "min": null,
              "show": true
            },
            {
              "format": "short",
              "label": null,
              "logBase": 1,
              "max": null,
              "min": null,
              "show": true
            }
          ]
        },
        {
          "aliasColors": {},
          "bars": false,
          "datasource": "$datasource",
          "editable": true,
          "error": false,
          "fill": 1,
          "height": "350",
          "id": 2,
          "interval": "$summarize",
          "legend": {
            "alignAsTable": false,
            "avg": false,
            "current": false,
            "max": false,
            "min": false,
            "rightSide": false,
            "show": true,
            "total": false,
            "values": false
          },
          "lines": true,
          "linewidth": 1,
          "links": [],
          "nullPointMode": "connected",
          "percentage": false,
          "pointradius": 5,
          "points": false,
          "renderer": "flot",
          "seriesOverrides": [],
          "span": 6,
          "stack": false,
          "steppedLine": false,
          "targets": [
            {
              "alias": "$col",
              "dsType": "influxdb",
              "groupBy": [
                {
                  "params": [
                    "$interval"
                  ],
                  "type": "time"
                },
                {
                  "params": [
                    "null"
                  ],
                  "type": "fill"
                }
              ],
              "measurement": "application.httprequests__transactions",
              "policy": "default",
              "refId": "A",
              "resultFormat": "time_series",
              "select": [
                [
                  {
                    "params": [
                      "p95"
                    ],
                    "type": "field"
                  },
                  {
                    "params": [],
                    "type": "last"
                  },
                  {
                    "params": [
                      "95th Percentile"
                    ],
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最后启动AspNetCore站点,再建立点post get put什么的控制器和Action随便访问几次就可以了

posted on 2018-10-11 21:22 linkanyway 阅读(...) 评论(...) 编辑 收藏