前言
OpenTracing是一个链路跟踪的开放协议,已经有开源的.net实现:opentracing-csharp,同时支持.net framework和.net core,Github地址:https://github.com/opentracing/opentracing-csharp。
这个库支持多种链路跟踪模式,不过仅提供了最基础的功能,想用在实际项目中还需要做很多增强,还好也有人做了开源项目:opentracing-contrib,Github地址:https://github.com/opentracing-contrib/csharp-netcore。
opentracing-contrib中集成了一个名为Jaeger的类库,这个库实现了链路跟踪数据的采样和上报,支持将数据上传到Jaeger进行分析统计。
为了同时保障性能和跟踪关键数据,能够远程调整采样率是很重要的,Jaeger本身也提供了远程配置采样率的支持。
不过我这里用的阿里云链路跟踪不支持,配置的设计也和想要的不同,所以自己做了一个采样和上报配置的动态更新,也才有了这篇文章。
思路
使用Jaeger初始化Tracer大概是这样的:
var tracer = new Tracer.Builder(serviceName) .WithSampler(sampler) .WithReporter(reporter) .Build(); GlobalTracer.Register(tracer);
首先是提供当前服务的名字,然后需要提供一个采样器,再提供一个上报器,Build下生成ITracer的一个实例,最后注册到全局。
可以分析得出,采样和上报配置的更新就是更新采样器和上报器。
不过Tracer并没有提供UpdateSampler和UdapteReporter的方法,被卡住了,怎么办呢?
前文提到Jaeger是支持采样率的动态调整的,看看它怎么做的:
private RemoteControlledSampler(Builder builder) { ... _pollTimer = new Timer(_ => UpdateSampler(), null, TimeSpan.Zero, builder.PollingInterval); } /// <summary> /// Updates <see cref="Sampler"/> to a new sampler when it is different. /// </summary> internal void UpdateSampler() { try { SamplingStrategyResponse response = _samplingManager.GetSamplingStrategyAsync(_serviceName) .ConfigureAwait(false).GetAwaiter().GetResult(); ... UpdateRateLimitingOrProbabilisticSampler(response); } catch (Exception ex) { ... } } private void UpdateRateLimitingOrProbabilisticSampler(SamplingStrategyResponse response) { ... lock (_lock) { if (!Sampler.Equals(sampler)) { Sampler.Close(); Sampler = sampler; ... } } }
这里只留下关键代码,可以看到核心就是:通过一个Timer定时获取采样策略,然后替换原来的Sampler。
这是一个很好理解的办法,下边就按照这个思路来搞。
方案
分别提供一个可更新的Sampler和可更新的Reporter,Build Tracer时使用这两个可更新的类。这里延续开源项目中Samper和Reporter的创建方式,给出这两个类。
可更新的Sampler:
internal class UpdatableSampler : ValueObject, ISampler { public const string Type = "updatable"; private readonly ReaderWriterLockSlim _lock = new ReaderWriterLockSlim(); private readonly string _serviceName; private readonly ILoggerFactory _loggerFactory; private readonly ILogger _logger; private readonly IMetrics _metrics; internal ISampler Sampler { get; private set; } private UpdatableSampler(Builder builder) { _serviceName = builder.ServiceName; _loggerFactory = builder.LoggerFactory; _logger = _loggerFactory.CreateLogger<UpdatableSampler>(); _metrics = builder.Metrics; Sampler = builder.InitialSampler; } /// <summary> /// Updates <see cref="Sampler"/> to a new sampler when it is different. /// </summary> public void UpdateSampler(ISampler sampler) { try { _lock.EnterWriteLock(); if (!Sampler.Equals(sampler)) { Sampler.Close(); Sampler = sampler; _metrics.SamplerUpdated.Inc(1); } } catch (System.Exception ex) { _logger.LogWarning(ex, "Updating sampler failed"); _metrics.SamplerQueryFailure.Inc(1); } finally { _lock.ExitWriteLock(); } } public SamplingStatus Sample(string operation, TraceId id) { try { _lock.EnterReadLock(); var status= Sampler.Sample(operation, id); return status; } finally { _lock.ExitReadLock(); } } public override string ToString() { try { _lock.EnterReadLock(); return $"{nameof(UpdatableSampler)}(Sampler={Sampler})"; } finally { _lock.ExitReadLock(); } } public void Close() { try { _lock.EnterWriteLock(); Sampler.Close(); } finally { _lock.ExitWriteLock(); } } protected override IEnumerable<object> GetAtomicValues() { yield return Sampler; } public sealed class Builder { internal string ServiceName { get; } internal ILoggerFactory LoggerFactory { get; private set; } internal ISampler InitialSampler { get; private set; } internal IMetrics Metrics { get; private set; } public Builder(string serviceName) { ServiceName = serviceName ?? throw new ArgumentNullException(nameof(serviceName)); } public Builder WithLoggerFactory(ILoggerFactory loggerFactory) { LoggerFactory = loggerFactory ?? throw new ArgumentNullException(nameof(loggerFactory)); return this; } public Builder WithInitialSampler(ISampler initialSampler) { InitialSampler = initialSampler ?? throw new ArgumentNullException(nameof(initialSampler)); return this; } public Builder WithMetrics(IMetrics metrics) { Metrics = metrics ?? throw new ArgumentNullException(nameof(metrics)); return this; } public UpdatableSampler Build() { if (LoggerFactory == null) { LoggerFactory = NullLoggerFactory.Instance; } if (InitialSampler == null) { InitialSampler = new ProbabilisticSampler(); } if (Metrics == null) { Metrics = new MetricsImpl(NoopMetricsFactory.Instance); } return new UpdatableSampler(this); } } }
可更新的Reporter:
internal class UpdatableReporter : IReporter { public const string Type = "updatable"; private readonly string _serviceName; private readonly ILoggerFactory _loggerFactory; private readonly ILogger _logger; private readonly IMetrics _metrics; private readonly ReaderWriterLockSlim _lock = new ReaderWriterLockSlim(); internal IReporter Reporter { get; private set; } private UpdatableReporter(Builder builder) { _serviceName = builder.ServiceName; _loggerFactory = builder.LoggerFactory; _logger = _loggerFactory.CreateLogger<UpdatableReporter>(); _metrics = builder.Metrics; Reporter = builder.InitialReporter; } /// <summary> /// Updates <see cref="Reporter"/> to a new reporter when it is different. /// </summary> public void UpdateReporter(IReporter reporter) { try { _lock.EnterWriteLock(); if (!Reporter.Equals(reporter)) { Reporter.CloseAsync(CancellationToken.None).ConfigureAwait(false).GetAwaiter().GetResult(); Reporter = reporter; _metrics.SamplerUpdated.Inc(1); } } catch (System.Exception ex) { _logger.LogWarning(ex, "Updating reporter failed"); _metrics.ReporterFailure.Inc(1); } finally { _lock.ExitWriteLock(); } } public void Report(Span span) { try { _lock.EnterReadLock(); Reporter.Report(span); } finally { _lock.ExitReadLock(); } } public override string ToString() { try { _lock.EnterReadLock(); return $"{nameof(UpdatableReporter)}(Reporter={Reporter})"; } finally { _lock.ExitReadLock(); } } public async Task CloseAsync(CancellationToken cancellationToken) { try { _lock.EnterWriteLock(); await Reporter.CloseAsync(cancellationToken); } finally { _lock.ExitWriteLock(); } } public sealed class Builder { internal string ServiceName { get; } internal ILoggerFactory LoggerFactory { get; private set; } internal IReporter InitialReporter { get; private set; } internal IMetrics Metrics { get; private set; } public Builder(string serviceName) { ServiceName = serviceName ?? throw new ArgumentNullException(nameof(serviceName)); } public Builder WithLoggerFactory(ILoggerFactory loggerFactory) { LoggerFactory = loggerFactory ?? throw new ArgumentNullException(nameof(loggerFactory)); return this; } public Builder WithInitialReporter(IReporter initialReporter) { InitialReporter = initialReporter ?? throw new ArgumentNullException(nameof(initialReporter)); return this; } public Builder WithMetrics(IMetrics metrics) { Metrics = metrics ?? throw new ArgumentNullException(nameof(metrics)); return this; } public UpdatableReporter Build() { if (LoggerFactory == null) { LoggerFactory = NullLoggerFactory.Instance; } if (InitialReporter == null) { InitialReporter = new NoopReporter(); } if (Metrics == null) { Metrics = new MetricsImpl(NoopMetricsFactory.Instance); } return new UpdatableReporter(this); } } }
注意这里边用到了读写锁,因为要做到不停止服务的更新,而且大部分情况下都是读,使用lock就有点大柴小用了。
现在初始化Tracer大概是这样的:
sampler = new UpdatableSampler.Builder(serviceName)
.WithInitialSampler(BuildSampler(configuration))
.Build();
reporter = new UpdatableReporter.Builder(serviceName)
.WithInitialReporter(BuildReporter(configuration))
.Build();
var tracer = new Tracer.Builder(serviceName)
.WithSampler(sampler)
.WithReporter(reporter)
.Build();
当配置发生改变时,调用sampler和reporter的更新方法:
private void OnTracingConfigurationChanged(TracingConfiguration newConfiguration, TracingConfigurationChangedInfo changedInfo) { ... ((UpdatableReporter)_reporter).UpdateReporter(BuildReporter(newConfiguration)); ((UpdatableSampler)_sampler).UpdateSampler(BuildSampler(newConfiguration)); ... }
这里就不写如何监听配置的改变了,使用Timer或者阻塞查询等等都可以。
后记
opentracing-contrib这个项目只支持.net core,如果想用在.net framwork中还需要自己搞,这个方法会单独写一篇文章,这里就不做介绍了。
关键字: OpenTracing 链路跟踪
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