54 citations · 54 across the 3 of their papers we have counts for
3 papers
LithOS: An Operating System for Efficient Machine Learning on GPUs
Patrick H. Coppock, Brian Zhang, Eliot H. Solomon +6
The surging demand for GPUs in datacenters for machine learning (ML) has made efficient GPU utilization crucial. However, meeting the diverse needs of ML models while optimizing re…
ED-Batch: Efficient Automatic Batching of Dynamic Neural Networks via Learned Finite State Machines
Siyuan Chen, Pratik Fegade, Tianqi Chen +2
Batching has a fundamental influence on the efficiency of deep neural network (DNN) execution. However, for dynamic DNNs, efficient batching is particularly challenging as the data…
Buddy-RAM: Improving the Performance and Efficiency of Bulk Bitwise Operations Using DRAM
Vivek Seshadri, Donghyuk Lee, Thomas Mullins +7
Bitwise operations are an important component of modern day programming. Many widely-used data structures (e.g., bitmap indices in databases) rely on fast bitwise operations on lar…