In this paper we present a detailed workload characterization of a two-month long trace from a multi-tenant GPU cluster in Microsoft.
Jul 10, 2019 · In this paper we present a detailed workload characterization of a two-month long trace from a multi-tenant GPU cluster in. Microsoft. By ...
In this paper we present a detailed workload characterization of a two-month long trace from a multi-tenant GPU cluster in Microsoft. By correlating scheduler ...
Aug 6, 2024 · Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads. Download PDF · Open Webpage · Myeongjae Jeon, Shivaram ...
A detailed workload characterization of a two-month long trace from a multi-tenant GPU cluster in a large enterprise is presented and design guidelines ...
Significant increase in scale during 2017. 10.5× in DL training jobs. 5× in GPU cluster size. 3. • Resource scheduling (GPU, network).
Nov 9, 2021 · The authors present a detailed workload characterization and study how factors such as Gang Scheduling, locality requirements, and failures affect cluster ...
Jul 3, 2022 · This paper presents a characterization study of large-scale GPU clusters for DNN training. It uncovers some inefficiencies in cluster ...
In this paper we present a detailed workload characterization of a two-month long trace from a multi-tenant GPU cluster in a large enterprise. By correlating ...
In this paper we present a detailed workload charac- terization of a two-month long trace from a multi-tenant GPU cluster in a large enterprise. By correlating ...