36 citations · 110 across the 10 of their papers we have counts for
4 papers · 1 filter
Mandheling: Mixed-Precision On-Device DNN Training with DSP Offloading
Daliang Xu, Mengwei Xu, Qipeng Wang +6
This paper proposes Mandheling, the first system that enables highly resource-efficient on-device training by orchestrating the mixed-precision training with on-chip Digital Signal…
FaaSLight: General Application-Level Cold-Start Latency Optimization for Function-as-a-Service in Serverless Computing
Xuanzhe Liu, Jinfeng Wen, Zhenpeng Chen +5
Serverless computing is a popular cloud computing paradigm that frees developers from server management. Function-as-a-Service (FaaS) is the most popular implementation of serverle…
Rise of the Planet of Serverless Computing: A Systematic Review
Jinfeng Wen, Zhenpeng Chen, Xin Jin +1
Serverless computing is an emerging cloud computing paradigm, being adopted to develop a wide range of software applications. It allows developers to focus on the application logic…
MiCS: Near-linear Scaling for Training Gigantic Model on Public Cloud
Zhen Zhang, Shuai Zheng, Yida Wang +5
Existing general purpose frameworks for gigantic model training, i.e., dense models with billions of parameters, cannot scale efficiently on cloud environment with various networki…