1 citations · 1 across the 3 of their papers we have counts for
3 papers
The Streaming Batch Model for Efficient and Fault-Tolerant Heterogeneous Execution
Frank Sifei Luan, Ron Yifeng Wang, Yile Gu +12
While ML model training and inference are both GPU-intensive, CPU-based data processing is often the bottleneck. Distributed data processing systems based on the batch or stream pr…
Exoshuffle-CloudSort
Frank Sifei Luan, Stephanie Wang, Samyukta Yagati +7
We present Exoshuffle-CloudSort, a sorting application running on top of Ray using the Exoshuffle architecture. Exoshuffle-CloudSort runs on Amazon EC2, with input and output data…
Exoshuffle: An Extensible Shuffle Architecture
Frank Sifei Luan, Stephanie Wang, Samyukta Yagati +7
Shuffle is one of the most expensive communication primitives in distributed data processing and is difficult to scale. Prior work addresses the scalability challenges of shuffle b…