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Keynote Address: Insights Gained from Delivering Two Generations of AI Supercomputers...

Talkat FAST '25 · 2025-02-25..02-27· [machine-learning, cloud-infrastructure]
links:none on file
slides:none on file

IBM Cloud deploys two generations of Vela systems (2022 → expanded 2023/2024) that virtualize GPUs with ~90% efficiency, move from TCP to GPU direct RDMA over Ethernet to get 2–4× throughput and 6–10× latency gains, and add rack-level power throttling to run 40 kW safely. Workflow handles 10s of PB of raw data down to trillions of tokens (compute ≈ 6 × params × tokens), uses object store + cached file system (Spectrum Scale), and runs an open-source autopilot for continuous GPU health and preflight checks.

AI-written summary · about

  1. 0:00Introduction and personal journey
  2. 1:50Overview of AI advancements
  3. 9:04AI workloads and infrastructure
  4. 26:42Vela AI supercomputer systems
  5. 42:35Vela data architecture
  6. 49:41Summary and concluding insights
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