Parallel i/o evaluation techniques and emerging hpc workloads: A perspective
S Neuwirth, AK Paul - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Emerging workloads such as artificial intelligence, big data analytics and complex multi-step
workflows alongside future exascale applications are anticipated future HPC workloads …
workflows alongside future exascale applications are anticipated future HPC workloads …
DFTracer: An Analysis-Friendly Data Flow Tracer for AI-Driven Workflows
H Devarajan, L Pottier, K Velusamy… - … Conference for High …, 2024 - ieeexplore.ieee.org
Modern HPC workflows involve intricate coupling of simulation, data analytics, and artificial
intelligence (AI) applications to improve time to scientific insight. These workflows require a …
intelligence (AI) applications to improve time to scientific insight. These workflows require a …
DFMan: A graph-based optimization of dataflow scheduling on high-performance computing systems
F Chowdhury, F Di Natale, A Moody… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Scientific research and development campaigns are materialized by workflows of
applications executing on high-performance computing (HPC) systems. These applications …
applications executing on high-performance computing (HPC) systems. These applications …
Extracting and characterizing I/O behavior of HPC workloads
H Devarajan, K Mohror - 2022 IEEE International Conference …, 2022 - ieeexplore.ieee.org
System administrators set default storage-system configuration parameters with the goal of
providing high per-formance for their system's I/O workloads. However, this gener-alized …
providing high per-formance for their system's I/O workloads. However, this gener-alized …
H5Intent: Autotuning HDF5 with User Intent
The complexity of data management in HPC systems stems from the diversity in I/O behavior
exhibited by new workloads, multistage workflows, and multitiered storage systems. The …
exhibited by new workloads, multistage workflows, and multitiered storage systems. The …
TailorFS: An Adaptive file system to support dynamic I/O requirements of HPC workloads
H Devarajan, K Mohror - 2024 IEEE 36th International …, 2024 - ieeexplore.ieee.org
High-Performance Computing (HPC) systems typically provide a global storage system to
support large-scale workload's I/O requirements. However, these workloads have diversified …
support large-scale workload's I/O requirements. However, these workloads have diversified …
Report for the ASCR Workshop on the Management and Storage of Scientific Data
The purpose of this workshop is to identify priority research directions in the area of data
management for high-performance and scientific computing above and beyond HPC's …
management for high-performance and scientific computing above and beyond HPC's …
Mimir: Extending I/O Interfaces to Express User Intent for Complex Workloads in HPC
H Devarajan, K Mohror - 2023 IEEE International Parallel and …, 2023 - ieeexplore.ieee.org
The complexity of data management in HPC systems stems from the diversity in I/O behavior
exhibited by new workloads, multistage workflows, and the presence of multitiered storage …
exhibited by new workloads, multistage workflows, and the presence of multitiered storage …
An Empirical Method for Processing I/O Traces to Analyze the Performance of DL Applications
The exponential growth of data handled by Deep Learning (DL) applications has led to an
unprecedented demand for computational resources, necessitating their execution on High …
unprecedented demand for computational resources, necessitating their execution on High …
[图书][B] Characterization and Optimization of the I/O Software Stack in Complex Applications and Workflows
FT Chowdhury - 2023 - search.proquest.com
Researchers and scientists regularly work on solving complex real-world problems in
medical science, environmental science, astrophysics, etc., to achieve mission-critical …
medical science, environmental science, astrophysics, etc., to achieve mission-critical …