Arnab Choudhury
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| title | conference | date |
|---|---|---|
| Scheduler and Sharding Considerations for Network Efficiency | Networking @Scale 2024 | 2024-09-11 |
Describes how MAST and topology-aware placement map Llama3 parallelisms onto a 24,000 GPU network to cut cross‑hop traffic, using rank assignment and… | ||
| MAST: Global Scheduling of ML Training across Geo-Distributed Datacenters at Hyperscale | 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24) | 2024-07-10 |
MAST is a global scheduler that automatically places ML input tables and training across Meta regions, modeling table placement as a mixed-integer optimization… | ||
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