上一篇博文中说到Prometheus有四种指标类型:Counter(计数器)、Gauge(仪表盘)、Histogram(直方图)、Summary(摘要),并且我们做了一个Counter的Demo,接下来看看Histogram。
Summary:摘要
summary是采集展示百分位数,百分位定义:在一组由小到大的数字中,某个数字大于90%的数字,这个数字就是第90个的百分位数。
通过demo的来理解一下吧,假如我们业务需求是要知道订单金额10,30,50,70,90的百分位数,该怎么实现呢?
需要在MetricsHub.cs中添加Summary类型的指标收集集合:
using Prometheus;using System.Collections.Generic;namespace PrometheusSample.Middlewares{public class MetricsHub{private static Dictionary<string, Counter> _counterDictionary = new Dictionary<string, Counter>();private static Dictionary<string, Dictionary<string, Gauge>> _gaugeDictionary = new Dictionary<string, Dictionary<string, Gauge>>();private static Dictionary<string, Summary> _summaryDictionary = new Dictionary<string, Summary>();private static Dictionary<string, Histogram> _histogramDictionary = new Dictionary<string, Histogram>();public Counter GetCounter(string key){if (_counterDictionary.ContainsKey(key)){return _counterDictionary[key];}else{return null;}}public Dictionary<string, Gauge> GetGauge(string key){if (_gaugeDictionary.ContainsKey(key)){return _gaugeDictionary[key];}else{return null;}}public Summary GetSummary(string key){if (_summaryDictionary.ContainsKey(key)){return _summaryDictionary[key];}else { return null; }}public Histogram GetHistogram(string key){if (_histogramDictionary.ContainsKey(key)){return _histogramDictionary[key];}else { return null; }}public void AddCounter(string key, Counter counter) { _counterDictionary.Add(key, counter); }public void AddGauge(string key, Dictionary<string, Gauge> gauges) { _gaugeDictionary.Add(key, gauges); }public void AddSummary(string key, Summary summary) { _summaryDictionary.Add(key, summary); }public void AddHistogram(string key, Histogram histogram) { _histogramDictionary.Add(key, histogram); }}}
接下来就要在BusinessMetricsMiddleware的中间件中添加处理Summary指标的代码了:
using Microsoft.AspNetCore.Http;using PrometheusSample.Models;using System.IO;using System.Threading.Tasks;namespace PrometheusSample.Middlewares{/// <summary>/// 请求记录中间件/// </summary>public class BusinessMetricsMiddleware{private readonly RequestDelegate _next; public BusinessMetricsMiddleware(RequestDelegate next) { _next = next; }public async Task InvokeAsync(HttpContext context, MetricsHub metricsHub){var originalBody = context.Response.Body; try{using (var memStream = new MemoryStream()){//从管理返回的Response中取出返回数据,根据返回值进行监控指标计数context.Response.Body = memStream;await _next(context);memStream.Position = 0;string responseBody = new StreamReader(memStream).ReadToEnd();memStream.Position = 0;await memStream.CopyToAsync(originalBody);if (metricsHub.GetCounter(context.Request.Path) != null || metricsHub.GetGauge(context.Request.Path) != null){//这里约定所有action返回值是一个APIResult类型var result = System.Text.Json.JsonSerializer.Deserialize<APIResult>(responseBody, new System.Text.Json.JsonSerializerOptions { PropertyNameCaseInsensitive = true });if (result != null && result.Result){//获取到Countervar counter = metricsHub.GetCounter(context.Request.Path);if (counter != null){//计数counter.Inc();}var gauges = metricsHub.GetGauge(context.Request.Path); if (gauges != null){//存在增加指标+就Incif (gauges.ContainsKey(\"+\")) { gauges[\"+\"].Inc(); }//存在减少指标-就Decif (gauges.ContainsKey(\"-\")) { gauges[\"-\"].Dec(); }}var histogram = metricsHub.GetHistogram(context.Request.Path); if (histogram != null){var parseResult = int.TryParse(result.Data.ToString(), out int i);if (parseResult){histogram.Observe(i);}}var summary = metricsHub.GetSummary(context.Request.Path);if (summary != null){var parseResult = int.TryParse(result.Data.ToString(), out int i);if (parseResult){summary.Observe(i);}}}}}}finally{context.Response.Body = originalBody;}}}}
再就是在Starsup中配置对应url的Summary参数了:
using Microsoft.AspNetCore.Builder;using Microsoft.AspNetCore.Hosting;using Microsoft.Extensions.Configuration;using Microsoft.Extensions.DependencyInjection;using Microsoft.Extensions.Hosting;using Microsoft.OpenApi.Models;using Prometheus;using PrometheusSample.Middlewares;using PrometheusSample.Services;using System.Collections.Generic;namespace PrometheusSample{public class Startup{public Startup(IConfiguration configuration) { Configuration = configuration; }public IConfiguration Configuration { get; }public void ConfigureServices(IServiceCollection services){MetricsHandle(services);services.AddScoped<IOrderService, OrderService>();services.AddControllers(); services.AddSwaggerGen(c =>{c.SwaggerDoc(\"v1\", new OpenApiInfo { Title = \"PrometheusSample\", Version = \"v1\" });});}public void Configure(IApplicationBuilder app, IWebHostEnvironment env){if (env.IsDevelopment()){app.UseDeveloperExceptionPage();app.UseSwagger();app.UseSwaggerUI(c => c.SwaggerEndpoint(\"/swagger/v1/swagger.json\", \"PrometheusSample v1\"));}app.UseRouting();//http请求的中间件app.UseHttpMetrics();app.UseAuthorization();//自定义业务跟踪app.UseBusinessMetrics();app.UseEndpoints(endpoints =>{//映射监控地址为 /metricsendpoints.MapMetrics();endpoints.MapControllers();});}/// <summary>/// 处理监控事项/// </summary>/// <param name=\"services\"></param>void MetricsHandle(IServiceCollection services){var metricsHub = new MetricsHub();//countermetricsHub.AddCounter(\"/register\", Metrics.CreateCounter(\"business_register_user\", \"注册用户数。\"));metricsHub.AddCounter(\"/order\", Metrics.CreateCounter(\"business_order_total\", \"下单总数。\"));metricsHub.AddCounter(\"/pay\", Metrics.CreateCounter(\"business_pay_total\", \"支付总数。\"));metricsHub.AddCounter(\"/ship\", Metrics.CreateCounter(\"business_ship_total\", \"发货总数。\"));//gaugevar orderGauge = Metrics.CreateGauge(\"business_order_count\", \"当前下单数量。\");var payGauge = Metrics.CreateGauge(\"business_pay_count\", \"当前支付数量。\");var shipGauge = Metrics.CreateGauge(\"business_ship_count\", \"当前发货数据。\");metricsHub.AddGauge(\"/order\", new Dictionary<string, Gauge>{{ \"+\", orderGauge }});metricsHub.AddGauge(\"/pay\", new Dictionary<string, Gauge>{{ \"-\", orderGauge },{ \"+\", payGauge }});metricsHub.AddGauge(\"/ship\", new Dictionary<string, Gauge> {{ \"+\", shipGauge },{ \"-\", payGauge }});//histogramvar orderHistogram = Metrics.CreateHistogram(\"business_order_histogram\", \"订单直方图。\", new HistogramConfiguration{Buckets = Histogram.LinearBuckets(start: 1000, width: 1000, count: 6)});metricsHub.AddHistogram(\"/order\", orderHistogram);//summaryvar orderSummary = Metrics.CreateSummary(\"business_order_summary\", \"10分钟内的订单数量\", new SummaryConfiguration{Objectives = new[]{new QuantileEpsilonPair(0.1, 0.05),new QuantileEpsilonPair(0.3, 0.05),new QuantileEpsilonPair(0.5, 0.05),new QuantileEpsilonPair(0.7, 0.05),new QuantileEpsilonPair(0.9, 0.05),}});metricsHub.AddSummary(\"/order\", orderSummary);services.AddSingleton(metricsHub);}}}
其实 new QuantileEpsilonPair(0.1, 0.05) 第一个参数是百分位,0.05是误差,范围是10%-5%,10%+5%。
最后一步,就是打开Grafana来配置展示图表了。
最终展示结果:
同时事例中给出了最大、最少、平均、汇总、当前值以供参考。