~/talk

Scaling AI Network with DSF

Talkat @Scale: Networking 2025 · on Wednesday, 2025-08-13· [networking, large-language-models]
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slides:none on file

A credit based disaggregated schedule fabric converts packets into fixed-size cells, sprays them across fabric cards, and reassembles at egress to avoid hashing skew and out-of-order RDMA; a single L1 AI zone supports 4.6k 800G GPUs, four zones unify to ~18k GPUs per building, and multi‑building pods stitch to mega clusters. Performance hits theoretical rooflines on alltoall (128/256/512) and real GenAI jobs show similar words/sec intra‑ and inter‑zone. Failure handling uses input balance mode to rebalance reachability and avoid spine congestion.

AI-written summary · about

  1. 0:00The impact of generative AI
  2. 1:37Challenges of legacy networks
  3. 5:10The Disaggregated Scheduled Fabric
  4. 8:02Architecting for GenAI clusters
  5. 13:20Fault handling and balance
  6. 16:45Performance and future work
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