上一篇文章介绍了分布式链路的标准 OpenTracing, 在 OpenTracing 的官网我们可以看到这样一条信息 OpenTracing and OpenCensus have merged to form OpenTelemetry!。 可以看到 OpenTracing 和 OpenCensus 已经被合并为 OpenTelemetry 了。
OpenCensus 是什么呢? OpenTracing 是最早为分布式追踪制定了一套平台无关、厂商无关的协议标准的项目,并以此成为了 CNCF 的孵化项目。 在之后,谷歌牵头,微软加入,创建了 OpenCensus 项目统一 Metrics 基础指标监控的使用方式,还做了 OpenTracing 的老本行:分布式追踪。
OpenTelemetry
OpenTelemetry 的自身定位十分明确:数据采集和标准规范的统一,对于数据如何去使用、存储、展示、告警,官方是不涉及的。
OpenTelemetry 的终极目标十分伟大:实现 Metrics、Tracing、Logging 的融合及大一统,作为 APM 的数据采集终极解决方案。
目前 OpenTelemetry 正式成为 CNCF 的孵化项目,OpenTracing 和 OpenCensus 不再维护, OpenTracing 目前是 CNCF 的存档项目。
OpenTelemetry 的一些基础知识是兼容 OpenTracing 的, 只有一些 API 是不同的。
OpenTelemetry for go
我们继续使用上文的代码, 对上文的代码进行修改。
install 依赖
go get go.opentelemetry.io/[email protected] go.opentelemetry.io/otel/[email protected] go.opentelemetry.io/otel/exporters/stdout/[email protected] go.opentelemetry.io/otel/[email protected]
go get -u go.opentelemetry.io/otel/exporters/jaeger
OpenTelemetry 官方为多种开源框架提供了开箱即用的 Instrumentation Packages ,如 gin , beego , mux , go-kit 等,当然也支持 net/http 标准库 ,更多可浏览opentelemetry-go-contrib 仓库。
我们使用的是 gin, 所以安装相应的依赖 :
go get go.opentelemetry.io/contrib/instrumentation/github.com/gin-gonic/gin/otelgin
对原有代码进行修改, 修改后的代码:
package main
import (
"context"
"log"
"math/rand"
"net/http"
"time"
"github.com/gin-gonic/gin"
"go.opentelemetry.io/contrib/instrumentation/github.com/gin-gonic/gin/otelgin"
"go.opentelemetry.io/otel"
"go.opentelemetry.io/otel/attribute"
"go.opentelemetry.io/otel/exporters/jaeger"
"go.opentelemetry.io/otel/propagation"
"go.opentelemetry.io/otel/sdk/resource"
tracesdk "go.opentelemetry.io/otel/sdk/trace"
semconv "go.opentelemetry.io/otel/semconv/v1.4.0"
"go.opentelemetry.io/otel/trace"
)
var (
addr = ":8080"
)
// tracerProvider returns an OpenTelemetry TracerProvider configured to use
// the Jaeger exporter that will send spans to the provided url. The returned
// TracerProvider will also use a Resource configured with all the information
// about the application.
func tracerProvider(url string) (*tracesdk.TracerProvider, error) {
// Create the Jaeger exporter
exp, err := jaeger.New(jaeger.WithCollectorEndpoint(jaeger.WithEndpoint(url)))
if err != nil {
return nil, err
}
tp := tracesdk.NewTracerProvider(
tracesdk.WithSampler(tracesdk.AlwaysSample()),
tracesdk.WithBatcher(exp),
tracesdk.WithResource(resource.NewWithAttributes(
semconv.SchemaURL,
semconv.ServiceNameKey.String("opentelemetry-overstarry"), // 服务名
semconv.ServiceVersionKey.String("0.0.1"),
attribute.String("environment", "test"),
)),
)
otel.SetTracerProvider(tp)
otel.SetTextMapPropagator(propagation.NewCompositeTextMapPropagator(propagation.TraceContext{}, propagation.Baggage{}))
return tp, nil
}
func main() {
tp, err := tracerProvider("http://localhost:14268/api/traces")
if err != nil {
log.Fatal(err)
}
ctx, cancel := context.WithCancel(context.Background())
defer cancel()
// Cleanly shutdown and flush telemetry when the application exits.
defer func(ctx context.Context) {
// Do not make the application hang when it is shutdown.
ctx, cancel = context.WithTimeout(ctx, time.Second*5)
defer cancel()
if err := tp.Shutdown(ctx); err != nil {
log.Fatal(err)
}
}(ctx)
engine := gin.New()
engine.Use(otelgin.Middleware("server"))
engine.GET("/", indexHandler)
engine.GET("/home", homeHandler)
engine.GET("/async", serviceHandler)
engine.GET("/service", serviceHandler)
engine.GET("/db", dbHandler)
err = engine.Run(addr)
if err != nil {
return
}
}
func dbHandler(c *gin.Context) {
ctx := c.Request.Context()
span := trace.SpanFromContext(otel.GetTextMapPropagator().Extract(ctx, propagation.HeaderCarrier(c.Request.Header)))
defer span.End()
time.Sleep(time.Duration(rand.Intn(200)) * time.Millisecond)
}
func serviceHandler(c *gin.Context) {
ctx := c.Request.Context()
// 通过http header,提取span元数据信息
span := trace.SpanFromContext(otel.GetTextMapPropagator().Extract(ctx, propagation.HeaderCarrier(c.Request.Header)))
defer span.End()
dbReq, _ := http.NewRequest("GET", "http://localhost:8080/db", nil)
otel.GetTextMapPropagator().Inject(ctx, propagation.HeaderCarrier(dbReq.Header))
if _, err := http.DefaultClient.Do(dbReq); err != nil {
span.RecordError(err)
attribute.String("请求 /db error", err.Error())
}
time.Sleep(time.Duration(rand.Intn(200)) * time.Millisecond)
}
func homeHandler(c *gin.Context) {
c.Header("Content-Type", "text/html; charset=utf-8")
c.String(200, "开始请求...\n")
ctx := c.Request.Context()
// 设置一个根节点 span
span := trace.SpanFromContext(ctx)
defer span.End()
asyncReq, _ := http.NewRequest("GET", "http://localhost:8080/async", nil)
otel.GetTextMapPropagator().Inject(ctx, propagation.HeaderCarrier(asyncReq.Header))
go func() {
if _, err := http.DefaultClient.Do(asyncReq); err != nil {
span.RecordError(err)
span.SetAttributes(attribute.String("请求 /async error", err.Error()))
}
}()
time.Sleep(time.Duration(rand.Intn(200)) * time.Millisecond)
syncReq, _ := http.NewRequest("GET", "http://localhost:8080/service", nil)
otel.GetTextMapPropagator().Inject(ctx, propagation.HeaderCarrier(syncReq.Header))
if _, err := http.DefaultClient.Do(syncReq); err != nil {
span.RecordError(err)
span.SetAttributes(attribute.String("请求 /service error", err.Error()))
}
c.String(200, "请求结束!")
}
func indexHandler(c *gin.Context) {
c.Header("Content-Type", "text/html; charset=utf-8")
c.String(200, string(`<a href="/home"> 点击发起请求 </a>`))
}
运行项目
代码修改完,现在运行项目,现在访问 Jaeger UI, 可以看到已经有请求调用的链条了。
小结
今天继续讲了分布式链路追踪的最新标准 OpenTelemetry, 并使用相应 SDK 编写了相应的代码。
相应代码: https://github.com/overstarry/tracing-demo