Demystifying asynchronous I/O Interference in HPC applications. (July 2021)
- Record Type:
- Journal Article
- Title:
- Demystifying asynchronous I/O Interference in HPC applications. (July 2021)
- Main Title:
- Demystifying asynchronous I/O Interference in HPC applications
- Authors:
- Tseng, Shu-Mei
Nicolae, Bogdan
Cappello, Franck
Chandramowlishwaran, Aparna - Abstract:
- With increasing complexity of HPC workflows, data management services need to perform expensive I/O operations asynchronously in the background, aiming to overlap the I/O with the application runtime. However, this may cause interference due to competition for resources: CPU, memory/network bandwidth. The advent of multi-core architectures has exacerbated this problem, as many I/O operations are issued concurrently, thereby competing not only with the application but also among themselves. Furthermore, the interference patterns can dynamically change as a response to variations in application behavior and I/O subsystems (e.g. multiple users sharing a parallel file system). Without a thorough understanding, I/O operations may perform suboptimally, potentially even worse than in the blocking case. To fill this gap, this paper investigates the causes and consequences of interference due to asynchronous I/O on HPC systems. Specifically, we focus on multi-core CPUs and memory bandwidth, isolating the interference due to each resource. Then, we perform an in-depth study to explain the interplay and contention in a variety of resource sharing scenarios such as varying priority and number of background I/O threads and different I/O strategies: sendfile, read/write, mmap/write underlining trade-offs. The insights from this study are important both to enable guided optimizations of existing background I/O, as well as to open new opportunities to design advanced asynchronous I/OWith increasing complexity of HPC workflows, data management services need to perform expensive I/O operations asynchronously in the background, aiming to overlap the I/O with the application runtime. However, this may cause interference due to competition for resources: CPU, memory/network bandwidth. The advent of multi-core architectures has exacerbated this problem, as many I/O operations are issued concurrently, thereby competing not only with the application but also among themselves. Furthermore, the interference patterns can dynamically change as a response to variations in application behavior and I/O subsystems (e.g. multiple users sharing a parallel file system). Without a thorough understanding, I/O operations may perform suboptimally, potentially even worse than in the blocking case. To fill this gap, this paper investigates the causes and consequences of interference due to asynchronous I/O on HPC systems. Specifically, we focus on multi-core CPUs and memory bandwidth, isolating the interference due to each resource. Then, we perform an in-depth study to explain the interplay and contention in a variety of resource sharing scenarios such as varying priority and number of background I/O threads and different I/O strategies: sendfile, read/write, mmap/write underlining trade-offs. The insights from this study are important both to enable guided optimizations of existing background I/O, as well as to open new opportunities to design advanced asynchronous I/O strategies. … (more)
- Is Part Of:
- International journal of high performance computing applications. Volume 35:Number 4(2021)
- Journal:
- International journal of high performance computing applications
- Issue:
- Volume 35:Number 4(2021)
- Issue Display:
- Volume 35, Issue 4 (2021)
- Year:
- 2021
- Volume:
- 35
- Issue:
- 4
- Issue Sort Value:
- 2021-0035-0004-0000
- Page Start:
- 391
- Page End:
- 412
- Publication Date:
- 2021-07
- Subjects:
- I/O interference -- asynchronous and concurrent I/O -- checkpointing -- HPC applications -- performance analysis
High performance computing -- Periodicals
Supercomputers -- Periodicals
004.1105 - Journal URLs:
- http://hpc.sagepub.com ↗
http://www.uk.sagepub.com/home.nav ↗
http://firstsearch.oclc.org ↗ - DOI:
- 10.1177/10943420211016511 ↗
- Languages:
- English
- ISSNs:
- 1094-3420
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 15834.xml