~/talk

Transparent MultiNIC Routing for Large AI Models

Talkat @Scale: Networking 2025 · on Wednesday, 2025-08-13· [networking, frontend-architecture]
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slides:none on file

Meta describes a host-level system that exposes each NIC to containers with per-NIC task IPs, uses an eBPF kernel hook to ECMP outbound flows and installs a lightweight BGP VP injector to advertise a virtual task IP with multiple equal-cost next hops for inbound balancing. Deployment yields concrete wins: a job read latency collapse from 300s to 1s, checkpoint load from 800s to 100s, and roughly 4x throughput on a 4‑NIC server, with NUMA-aware RX steering planned.

AI-written summary · about

  1. 0:00AI networking challenges
  2. 3:21Topology and hardware evolution
  3. 5:08Analyzing host network bottlenecks
  4. 7:34Scaling bandwidth solutions
  5. 11:11Implementing multi-NIC egress
  6. 13:58Optimizing ingress performance
  7. 18:45Performance impact results
  8. 20:25Future advancements
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