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Nodens: Enabling Resource Efficient and Fast QoS Recovery of Dynamic Microservice...

Talkat USENIX ATC '23 · 2023-07-10..07-12· [microservices, observability]
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name:Quan Chen
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name:Kaihua Fu
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name:Minyi Guo
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Nodens is a runtime that builds a traffic-based load monitor, an blocking-aware load updater, and a resource-efficient query drainer to cut QoS recovery from microservice dynamics. It constructs an execution-blocking graph to estimate actual “to-be-processed” load, predicts monitor loads from per-service network bandwidth, and assigns just‑enough excess CPU to drain queues. On an 8-node evaluation across 18 load and call-graph dynamic cases it reduces 99th‑percentile recovery time by 12.1× while using only 6.1% extra resources on average.

AI-written summary · about

  1. 0:00Microservice QoS recovery intro
  2. 2:05Motivation for Nodens research
  3. 4:12Current QoS recovery limits
  4. 7:25Nodens runtime design
  5. 10:13Execution blocking graph
  6. 12:44Resource allocation strategy
  7. 13:26Evaluation methodology
  8. 14:29Performance results
  9. 15:35Ablation study on load updater
  10. 16:39Impact of drainer removal
  11. 17:21Conclusion
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