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如何改善大模型应用开发过程中的运维监控困难?

2025-08-30 1.2 K

Eino可观测性增强方案

core functionality

  • 回调切面:5种监控埋点(OnStart/OnEnd/OnError等)
  • 内置指标:耗时统计、流量计数、错误记录
  • Visualization Kanban:通过eino-devops模块提供

Implementation steps

  1. 基础监控:
    handler := NewHandlerBuilder()
    .OnEndFn(func(ctx context.Context, info *RunInfo) {
     metrics.RecordLatency(info.NodeID, time.Since(info.StartTime))
    }).Build()
  2. 错误追踪:
    OnErrorFn(func(ctx context.Context, err error) {
     sentry.CaptureException(err)
    })
  3. 配置全局回调:
    runnable.Invoke(ctx, input, eino.WithCallbacks(handler))

advanced program

  • 对接OpenTelemetry实现分布式追踪
  • 通过prometheus导出自定义指标
  • 使用内置评估器进行A/B测试

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