~/talk

Architecting Cloud Storage for AI Native Applications

Talkat Cephalocon 2024 · 2024-12-04..12-05· [machine-learning]
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slides:none on file

Vultr presents an AI-native cloud storage stack with 32 global data centers and >60 PB of Ceph-backed storage deployed, mixing S3-compatible object, resizable block tiers (HDD/SSD/NVMe) and a new Vultr File Systems read-write-many that attaches to multiple instances for training and inference. Production clusters use AMD MI300X nodes (8 GPUs per OAM) delivering ~50 GB/s per GPU over RoCE/InfiniBand; the stack is live and tuned for distributed training and low-latency regional inference.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:46Cloud infrastructure evolution
  3. 3:12AI native application architecture
  4. 5:18AMD MI300X GPU cluster storage
  5. 7:49Data governance and storage strategy
  6. 8:11Vulture file systems announcement
  7. 10:57High-speed networking for AI workloads
  8. 12:42Storage requirements for AI training
  9. 13:06Q&A and closing remarks
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