~/talk

Overcome Interconnect Bottlenecks in HPC Clusters

Talkat Site Reliability Engineering (SRE) 2025 · on Thursday, 2025-04-17· [kubernetes]
slides:none on file

Claims and measured wins focus decision making not topic labels: GPU clusters suffer 30–50% execution overhead from interconnect latency, RDMA promises 55% end-to-end latency reduction and 97% protocol efficiency for mid‑sized messages, Frontier reports a ~24.8% throughput uplift with Slingshot and adaptive routing, and Nvidia shows NVLink 50 GB/s at 1.8 µs with NCCL topology‑aware collectives. The talk lists concrete topologies, benchmark numbers, and software tactics and reports whether those changes actually reduce stalls at scale.

AI-written summary · about

  1. 0:00Introduction and Welcome
  2. 1:25Traditional Interconnect Limitations
  3. 2:23Innovative Network Topologies
  4. 3:30RDMA and Efficiency Gains
  5. 4:25Case Studies: Frontier and Nvidia Seline
  6. 6:08Software Optimization Strategies
  7. 7:25Future Interconnect Technologies
  8. 8:20Performance Metrics and Benchmarks
  9. 9:09Key Takeaways and Next Steps
  10. 9:55Conclusion and Contact Information
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