10 Years Later: Cloud Computing is Closing the Performance Gap

11/02/2020
by   Giulia Guidi, et al.
0

Can cloud computing infrastructures provide HPC-competitive performance for scientific applications broadly? Despite prolific related literature, this question remains open. Answers are crucial for designing future systems and democratizing high-performance computing. We present a multi-level approach to investigate the performance gap between HPC and cloud computing, isolating different variables that contribute to this gap. Our experiments are divided into (i) hardware and system microbenchmarks and (ii) user application proxies. The results show that today's high-end cloud computing can deliver HPC-competitive performance not only for computationally intensive applications but also for memory- and communication-intensive applications - at least at modest scales - thanks to the high-speed memory systems and interconnects and dedicated batch scheduling now available on some cloud platforms.

READ FULL TEXT

page 1

page 4

page 8

page 9

page 10

research
02/13/2017

Data-Intensive Supercomputing in the Cloud: Global Analytics for Satellite Imagery

We present our experiences using cloud computing to support data-intensi...
research
03/04/2022

Reinventing High Performance Computing: Challenges and Opportunities

The world of computing is in rapid transition, now dominated by a world ...
research
02/09/2017

Comparative benchmarking of cloud computing vendors with High Performance Linpack

We present a comparative analysis of the maximum performance achieved by...
research
12/13/2018

Continuous evaluation of the performance of cloud infrastructure for scientific applications

Cloud computing recently developed into a viable alternative to on-premi...
research
03/01/2020

HPC as a Service: A naive model

Applications like Big Data, Machine Learning, Deep Learning and even oth...
research
01/16/2021

Galleon: Reshaping the Square Peg of NFV

Software is often used for Network Functions (NFs) – such as firewalls, ...

Please sign up or login with your details

Forgot password? Click here to reset