3.5k citations
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Showing 2018 · cs.DCShow all
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cs.DC2018★ 3 cited
Exascale Deep Learning for Climate Analytics
Thorsten Kurth, Sean Treichler, Joshua Romero +9
We extract pixel-level masks of extreme weather patterns using variants of Tiramisu and DeepLabv3+ neural networks. We describe improvements to the software frameworks, input pipel…
cs.DC2018
CRUM: Checkpoint-Restart Support for CUDA's Unified Memory
Rohan Garg, Apoore Mohan, Michael Sullivan +1
Unified Virtual Memory (UVM) was recently introduced on recent NVIDIA GPUs. Through software and hardware support, UVM provides a coherent shared memory across the entire heterogen…