31 citations · 37 across the 12 of their papers we have counts for
4 papers · 1 filter
StrataCL: Fabric-Native Communication Library for Production Supernodes
Tiancheng Hu, Jin Qin, Yuzheng Wang +14
Modern distributed AI workloads run across hundreds of accelerators, making communication a major bottleneck. Existing communication libraries remain largely buffer-centric because…
MARS: Exploiting Multi-Level Parallelism for DNN Workloads on Adaptive Multi-Accelerator Systems
Guan Shen, Jieru Zhao, Zeke Wang +5
Along with the fast evolution of deep neural networks, the hardware system is also developing rapidly. As a promising solution achieving high scalability and low manufacturing cost…
DataFlower: Exploiting the Data-flow Paradigm for Serverless Workflow Orchestration
Zijun Li, Chuhao Xu, Quan Chen +3
Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants c…
Machine Learning Based Routing Congestion Prediction in FPGA High-Level Synthesis
Jieru Zhao, Tingyuan Liang, Sharad Sinha +1
High-level synthesis (HLS) shortens the development time of hardware designs and enables faster design space exploration at a higher abstraction level. Optimization of complex appl…