Mashup: making serverless computing useful for hpc workflows via hybrid execution

RB Roy, T Patel, V Gadepally, D Tiwari - Proceedings of the 27th ACM …, 2022 - dl.acm.org
This work introduces Mashup, a novel strategy to leverage serverless computing model for
executing scientific workflows in a hybrid fashion by taking advantage of both the traditional …

An early evaluation of intel's optane dc persistent memory module and its impact on high-performance scientific applications

M Weiland, H Brunst, T Quintino, N Johnson… - Proceedings of the …, 2019 - dl.acm.org
Memory and I/O performance bottlenecks in supercomputing simulations are two key
challenges that must be addressed on the road to Exascale. The new byte-addressable …

Daydream: Executing dynamic scientific workflows on serverless platforms with hot starts

RB Roy, T Patel, D Tiwari - SC22: International Conference for …, 2022 - ieeexplore.ieee.org
HPC applications are increasingly being designed as dynamic workflows for the ease of
development and scaling. This work demonstrates how the serverless computing model can …

{FineStream}:{Fine-Grained}{Window-Based} stream processing on {CPU-GPU} integrated architectures

F Zhang, L Yang, S Zhang, B He, W Lu… - 2020 USENIX Annual …, 2020 - usenix.org
Accelerating SQL queries on stream processing by utilizing heterogeneous coprocessors,
such as GPUs, has shown to be an effective approach. Most works show that heterogeneous …

MD-HM: memoization-based molecular dynamics simulations on big memory system

Z Xie, W Dong, J Liu, I Peng, Y Ma, D Li - Proceedings of the ACM …, 2021 - dl.acm.org
Molecular dynamics (MD) simulation is a fundamental method for modeling ensembles of
particles. In this paper, we introduce a new method to improve the performance of MD by …

Fine-grained multi-query stream processing on integrated architectures

F Zhang, C Zhang, L Yang, S Zhang… - … on Parallel and …, 2021 - ieeexplore.ieee.org
Exploring the sharing opportunities among multiple stream queries is crucial for high-
performance stream processing. Modern stream processing necessitates accelerating …

Demystifying the performance of hpc scientific applications on nvm-based memory systems

I Peng, K Wu, J Ren, D Li… - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
The emergence of high-density byte-addressable non-volatile memory (NVM) is promising
to accelerate data-and compute-intensive applications. Current NVM technologies have …

Optimizing large-scale plasma simulations on persistent memory-based heterogeneous memory with effective data placement across memory hierarchy

J Ren, J Luo, I Peng, K Wu, D Li - Proceedings of the ACM International …, 2021 - dl.acm.org
Particle simulations of plasma are important for understanding plasma dynamics in space
weather and fusion devices. However, production simulations that use billions and even …

A lightweight method for evaluating in situ workflow efficiency

TMA Do, L Pottier, S Caíno-Lores, RF da Silva… - Journal of …, 2021 - Elsevier
Performance evaluation is crucial to understanding the behavior of scientific workflows. In
this study, we target an emerging type of workflow, called in situ workflows. These workflows …

NORNS: extending Slurm to support data-driven workflows through asynchronous data staging

A Miranda, A Jackson, T Tocci… - … on Cluster Computing …, 2019 - ieeexplore.ieee.org
As HPC systems move into the Exascale era, parallel file systems are struggling to keep up
with the I/O requirements from data-intensive problems. While the inclusion of burst buffers …