performance-tuning

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Knowledge Base Resources

Title Category Tags Skill Level
Cornell Virtual Workshop Learning jetstreamstampede2cloud-computing +12 more tags Beginner, Intermediate, Advanced
Fine-tuning LLMs with PEFT and LoRA Video fasteroptimizationperformance-tuning +1 more tags Intermediate, Advanced
NCSA HPC Training Moodle Learning performance-tuningprofilingparallelization +7 more tags Beginner, Intermediate

Engagements

GPU-accelerated Ice Sheet Flow Modeling
University of North Dakota

Sea levels are rising (3.7 mm/year and increasing!)! The primary contributor to rising sea levels is enhanced polar ice discharge due to climate change. However, their dynamic response to climate change remains a fundamental uncertainty in future projections. Computational cost limits the simulation time on which models can run to narrow the uncertainty in future sea level rise predictions. The project's overarching goal is to leverage GPU hardware capabilities to significantly alleviate the computational cost and narrow the uncertainty in future sea level rise predictions. Solving time-independent stress balance equations to predict ice velocity or flow is the most computationally expensive part of ice-sheet simulations in terms of computer memory and execution time. The PI developed a preliminary ice-sheet flow GPU implementation for real-world glaciers. This project aims to investigate the GPU implementation further, identify bottlenecks and implement changes to justify it in the price to performance metrics to a "standard" CPU implementation. In addition, develop a performance portable hardware (or architecture) agnostic implementation.

Status: Complete

People with Expertise

Jason Wells

Harvard University

Programs

ACCESS CSSN, Campus Champions

Roles

research computing facilitator, cssn

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Expertise

Xiaoqin Huang

Rice University

Programs

ACCESS CSSN

Roles

mentor, research computing facilitator, research software engineer, cssn

xqhuang at Rice

Expertise

Liwen Shih

University of Houston-Clear Lake

Programs

Campus Champions, ACCESS CSSN, CCMNet

Roles

mentor, researcher/educator, research computing facilitator, cssn, CCMNet

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Expertise

People with Interest

Wirawan Purwanto

Old Dominion University

Programs

Campus Champions, Northeast, ACCESS CSSN

Roles

mentor, research computing facilitator, cssn

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Interests

Morgan Newton

Santa Monica College

Programs

ACCESS CSSN

Roles

student-facilitator

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Interests

Gregory Bauer

University of Illinois at Urbana-Champaign

Programs

ACCESS CSSN

Roles

research computing facilitator, Affinity Group Leader, Consultant

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Interests