Dahua Lin
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on a stage with
- Guoteng Wangonce
- Harry Xuonce
- Jiangfei Duanonce
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| title | conference | date |
|---|---|---|
| Characterization of Large Language Model Development in the Datacenter | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
Six-month datacenter trace from Acme covers >4,000 A100 GPUs and ~1M jobs (7B–123B model family, 60% GPU jobs) and shows most GPU time coming from large jobs… | ||
| Parcae: Proactive, Liveput-Optimized DNN Training on Preemptible Instances | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
Parcae is a system that proactively adapts hybrid data+pipeline parallelization to predicted spot-instance changes, using a liveput metric that balances… | ||
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