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Workshop: The 10th International Workshop on Data Analysis and Reduction for Big Scientific Data
DescriptionIn this new exascale computing era, applications must increasingly perform online data analysis and reduction—tasks that introduce algorithmic, implementation, and programming model challenges unfamiliar to many scientists and with major implications for the design and use of various elements of exascale systems. There are at least three important topics that this workshop is striving to address: (1) whether several orders of magnitude of data reduction is possible for exascale sciences; (2) understanding the performance and accuracy trade-off of data reduction; and (3) solutions to effectively reduce data while preserving the information hidden in large scientific datasets. Tackling these challenges requires expertise from computer science, mathematics, and application domains to study the problem holistically and develop solutions and robust software tools.
Event TypeWorkshop
TimeMonday, 18 November 20249am - 12:30pm EST
LocationB304
Tags
Data Compression
Data Movement and Memory
Middleware and System Software
Registration Categories
W
Presentations
9:00am - 9:05am ESTDRBSD-10 Opening Remarks
Presenter
9:05am - 9:50am ESTInvited Talk: Learning from Automatically Synthesized Compression Algorithms
9:50am - 10:05am ESTFRSZ2 for In-Register Block Compression Inside GMRES on GPUs
10:05am - 10:20am ESTAn Exploration of How Volume Rendering is Impacted by Lossy Data Reduction
10:20am - 10:25am ESTDRBSD-10 Break
10:25am - 10:40am ESTSZOps: Scalar Operations for Error-bounded Lossy Compressor for Scientific Data
10:40am - 10:55am ESTEnabling Data Reduction for Flash-X Simulations
10:55am - 11:10am ESTBCSR on GPU: A Way Forward Extreme-scale Graph Processing on Accelerator-enabled Frontier Supercomputer
11:10am - 11:25am ESTFilling the Void: Data-Driven Machine Learning-based Reconstruction of Sampled Spatiotemporal Scientific Simulation Data
11:25am - 11:40am ESTEnhancing Lossy Compression Through Cross-Field Information for Scientific Applications
11:40am - 11:55am ESTShifting Between Compute and Memory Bounds: A Compression-Enabled Roofline Model
11:55am - 12:10pm ESTGPUFastqLZ: An Ultra Fast Compression Methodology for Fastq Sequence Data on GPUs
12:10pm - 12:25pm ESTAccelerating Viz Pipelines Using Near-Data Computing: An Early Experience
12:25pm - 12:30pm ESTDRBSD-10 Closing Remarks
Presenter