Data flow lifecycles for optimizing workflow coordination

H Lee, L Guo, M Tang, J Firoz, N Tallent… - Proceedings of the …, 2023 - dl.acm.org
A critical performance challenge in distributed scientific workflows is coordinating tasks and
data flows on distributed resources. To guide these decisions, this paper introduces data …

Understanding system resilience for converged computing of cloud, edge, and hpc

L Guo, J Lofstead, J Ren, I Laguna, G Kestor… - … Conference on High …, 2023 - Springer
The emergence of multiple resource management systems, such as SLURM and
Kubernetes, for different computational purposes has led to a desire to support a single …

Resource Management and Optimization of Interactive Microservice and MPI-Based Ensemble Applications in the Cloud

MR Hossen - 2024 - mavmatrix.uta.edu
As user-interactive applications in the cloud transition from monolithic services to agile
microservice architectures, efficient resource management becomes a key challenge. The …

Enabling Workload-Driven Elasticity in MPI-based Ensembles

MR Hossen, V Sochat, A Sarkar… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Interdisciplinary workflows are evolving to accom-modate the growing resource diversity and
parallelism in modern computing systems. The necessity of integrating various components …

Improving I/O-aware Workflow Scheduling via Data Flow Characterization and trade-off Analysis

L Guo, M Tang, H Lee, J Firoz… - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
The scientific computing paradigm has transitioned from compute-intensive to I/O-intensive
and memory-intensive in the past decade, especially when data-driven science has become …

Predicting Cross-Architecture Performance of Parallel Programs

D Nichols, A Movsesyan, JS Yeom… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
A variety of hardware architectures, both CPUs and GPUs, are used today to build
supercomputers and parallel clusters. Often times, users can choose which hardware …

[CITATION][C] Learning to Predict Performance of Parallel Applications AcrossArchitectures

D Nichols, A Movsesyan, J Yeom, D Milroy… - 2023 - Lawrence Livermore National …