SC12 Home > SC12 Schedule > SC12 Presentation - A Divide and Conquer Strategy for Scaling Weather Simulations with Multiple Regions of Interest

SCHEDULE: NOV 10-16, 2012

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A Divide and Conquer Strategy for Scaling Weather Simulations with Multiple Regions of Interest

SESSION: Weather and Seismic Simulations

EVENT TYPE: Papers, Best Student Paper Finalists

TIME: 3:30PM - 4:00PM

SESSION CHAIR: Amik St-Cyr

AUTHOR(S):Preeti Malakar, Thomas George, Sameer Kumar, Rashmi Mittal, Vijay Natarajan, Yogish Sabharwal, Vaibhav Saxena, Sathish S. Vadhiyar

ROOM:355-EF

ABSTRACT:
Accurate and timely prediction of weather phenomena, such as hurricanes and flash floods, require high-fidelity compute intensive simulations of multiple finer regions of interest within a coarse simulation domain. Current weather applications execute these nested simulations sequentially using all the available processors, which is sub-optimal due to their sublinear scalability. In this work, we present a strategy for parallel execution of multiple nested domain simulations based on partitioning the 2-D processor grid into disjoint rectangular regions associated with each domain. We propose a novel combination of performance prediction, processor allocation methods and topology-aware mapping of the regions on torus interconnects. Experiments on IBM Blue Gene systems using WRF show that the proposed strategies result in performance improvement of up to 33% with topology-oblivious mapping and up to additional 7% with topology-aware mapping over the default sequential strategy.

Chair/Author Details:

Amik St-Cyr (Chair) - Royal Dutch Shell

Preeti Malakar - Indian Institute of Science

Thomas George - IBM India

Sameer Kumar - IBM T.J. Watson Research Center

Rashmi Mittal - IBM India

Vijay Natarajan - Indian Institute of Science

Yogish Sabharwal - IBM India

Vaibhav Saxena - IBM India

Sathish S. Vadhiyar - Indian Institute of Science

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A Divide and Conquer Strategy for Scaling Weather Simulations with Multiple Regions of Interest

SESSION: Weather and Seismic Simulations

EVENT TYPE: , Best Student Paper Finalists

TIME: 3:30PM - 4:00PM

SESSION CHAIR: Amik St-Cyr

AUTHOR(S):Preeti Malakar, Thomas George, Sameer Kumar, Rashmi Mittal, Vijay Natarajan, Yogish Sabharwal, Vaibhav Saxena, Sathish S. Vadhiyar

ROOM:355-EF

ABSTRACT:
Accurate and timely prediction of weather phenomena, such as hurricanes and flash floods, require high-fidelity compute intensive simulations of multiple finer regions of interest within a coarse simulation domain. Current weather applications execute these nested simulations sequentially using all the available processors, which is sub-optimal due to their sublinear scalability. In this work, we present a strategy for parallel execution of multiple nested domain simulations based on partitioning the 2-D processor grid into disjoint rectangular regions associated with each domain. We propose a novel combination of performance prediction, processor allocation methods and topology-aware mapping of the regions on torus interconnects. Experiments on IBM Blue Gene systems using WRF show that the proposed strategies result in performance improvement of up to 33% with topology-oblivious mapping and up to additional 7% with topology-aware mapping over the default sequential strategy.

Chair/Author Details:

Amik St-Cyr (Chair) - Royal Dutch Shell

Preeti Malakar - Indian Institute of Science

Thomas George - IBM India

Sameer Kumar - IBM T.J. Watson Research Center

Rashmi Mittal - IBM India

Vijay Natarajan - Indian Institute of Science

Yogish Sabharwal - IBM India

Vaibhav Saxena - IBM India

Sathish S. Vadhiyar - Indian Institute of Science

Add to iCal  Click here to download .ics calendar file

Add to Outlook  Click here to download .vcs calendar file

Add to Google Calendarss  Click here to add event to your Google Calendar