I/o access patterns in hpc applications: A 360-degree survey
The high-performance computing I/O stack has been complex due to multiple software
layers, the inter-dependencies among these layers, and the different performance tuning …
layers, the inter-dependencies among these layers, and the different performance tuning …
Access patterns and performance behaviors of multi-layer supercomputer i/o subsystems under production load
Scientific computing workloads at HPC facilities have been shifting from traditional
numerical simulations to AI/ML applications for training and inference while processing and …
numerical simulations to AI/ML applications for training and inference while processing and …
Machine learning assisted HPC workload trace generation for leadership scale storage systems
Monitoring and analyzing a wide range of I/O activities in an HPC cluster is important in
maintaining mission-critical performance in a large-scale, multi-user, parallel storage …
maintaining mission-critical performance in a large-scale, multi-user, parallel storage …
Starship: Mitigating i/o bottlenecks in serverless computing for scientific workflows
R Basu Roy, D Tiwari - Proceedings of the ACM on Measurement and …, 2024 - dl.acm.org
This work highlights the significance of I/O bottlenecks that data-intensive HPC workflows
face in serverless environments-an issue that has been largely overlooked by prior works …
face in serverless environments-an issue that has been largely overlooked by prior works …
Graph3PO: A Temporal Graph Data Processing Method for Latency QoS Guarantee in Object Cloud Storage System
W Zhang, Z Shi, Z Liao, Y Li, Y Du, Y Wu… - Proceedings of the …, 2023 - dl.acm.org
Object cloud storage systems are deployed with diverse applications that have varying
latency service level objectives (SLOs), posting challenges for supporting quality of service …
latency service level objectives (SLOs), posting challenges for supporting quality of service …
AIIO: Using Artificial Intelligence for Job-Level and Automatic I/O Performance Bottleneck Diagnosis
Manually diagnosing the I/O performance bottleneck for a single application (hereinafter
referred to as the" job level'') is a tedious and error-prone procedure requiring domain …
referred to as the" job level'') is a tedious and error-prone procedure requiring domain …
User-based I/O Profiling for Leadership Scale HPC Workloads
I/O constitutes a significant portion of most of the application run-time. Spawning many such
applications concurrently on an HPC system leads to severe I/O contention. Thus …
applications concurrently on an HPC system leads to severe I/O contention. Thus …
[PDF][PDF] Ionet: Towards an open machine learning training ground for i/o performance prediction
Low and stable latency is a critical key to the success of many services, but variable load
and resource sharing in a modern cloud environment introduces resource contention that in …
and resource sharing in a modern cloud environment introduces resource contention that in …
Ftio: Detecting i/o periodicity using frequency techniques
Characterizing the temporal I/O behavior of an HPC application is a challenging task, but
informing the system about it can be valuable for techniques such as I/O scheduling, burst …
informing the system about it can be valuable for techniques such as I/O scheduling, burst …
I/O Throughput Prediction for HPC Applications Using Darshan Logs
DJ Gabriel Jr - 2022 - search.proquest.com
Abstract As most High Performance Computing (HPC) applications deal with large volumes
of data, I/O performance is of critical importance to optimize application performance …
of data, I/O performance is of critical importance to optimize application performance …