~/talk

NHD - A Topology-Aware Scheduler for K8s for Low-Latency & HPC Applications

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A Kubernetes custom scheduler that places pods by NUMA + PCIe + hyperthreading topology and enforces core isolation via an isolcpus + cpusets daemon, it schedules DPDK-style, low-latency workloads (targeting sub-10µs packet processing) by matching requested hugepages, GPUs and SR‑IOV virtual functions to node topology, writing physical IDs into pod config maps. Implemented as a Python3 gRPC scheduler, it binds pods through the API, is open source, runs on ~30 nodes, and is slower than upstream scheduler but functional.

AI-written summary · about

  1. 0:00Introduction
  2. 0:25Agenda
  3. 0:52Room Numbers
  4. 1:12Terminology
  5. 2:05Interfaces
  6. 3:04User Space Networking
  7. 5:57TopologyAware Scheduler
  8. 6:39Single Socket Scheduler
  9. 10:14PCIe Topology
  10. 11:52Challenges
  11. 12:05Isolating CPUs
  12. 14:02CPU Sets
  13. 15:53ISIL CPU Set
  14. 16:48CPU Selection
  15. 18:04NIC Sharing
  16. 18:46Virtual Switch
  17. 20:02Host Device
  18. 20:37SRIOV
  19. 21:47Topology Aware Scheduler
  20. 22:48Config Translation
  21. 23:27Matcher
  22. 24:32Data Plane
  23. 26:36Hyperthreading
  24. 28:06Binding Pod to Node
  25. 28:34Topology Manager
  26. 29:34Future Work
  27. 32:00Thanks
  28. 32:35Nvidia multiprocess
  29. 34:05Config map
  30. 34:50Node feature discovery
  31. 35:50Custom schedulers
  32. 37:23Why custom schedulers
  33. 38:22Are we using ISIL CPUs
  34. 39:49How do you specify the CPU cores
  35. 40:40Why do you use a config map
  36. 41:24Will it work on PowerPC
  37. 42:22Why did you change the host pet
  38. 42:59Nvidia Device Plugin
  39. 45:05GPU Health Check
  40. 45:44Special Privileges
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