WACO: Learning workload-aware co-optimization of the format and schedule of a sparse tensor program

Leveraging the existence of the large number of zeros in sparse tensors offer a powerful way to solve complex problems efficiently in many applications. However, optimizing the performance of those applications poses a challenge. Sparse tensor programs must find the ideal balance between data format...

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Bibliographic Details
Main Author: Won, Jaeyeon
Other Authors: Emer, Joel S.
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/152757