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cs.DC2022★ 4 cited
Ridgeline: A 2D Roofline Model for Distributed Systems
Fabio Checconi, Jesmin Jahan Tithi, Fabrizio Petrini
In this short paper, we introduce the Ridgeline model, an extension of the Roofline model [4] for distributed systems. The Roofline model targets shared memory systems, bounding th…
cs.DC2022
Efficient, Out-of-Memory Sparse MTTKRP on Massively Parallel Architectures
Andy Nguyen, Ahmed E. Helal, Fabio Checconi +6
Tensor decomposition (TD) is an important method for extracting latent information from high-dimensional (multi-modal) sparse data. This study presents a novel framework for accele…