WACO: Learning Workload-Aware Co-optimization of the Format and Schedule of a Sparse Tensor Program

Author:

Won Jaeyeon1,Mendis Charith2,Emer Joel S.3,Amarasinghe Saman1

Affiliation:

1. Massachusetts Institute of Technology, USA

2. University of Illinois at Urbana-Champaign, USA

3. Massachusetts Institute of Technology, USA / NVIDIA, USA

Funder

U.S.Department of Energy, Office of Science, Office of Advanced Scientific Computing Research

DARPA

NSF (National Science Foundation)

Publisher

ACM

Reference52 articles.

1. Learning to optimize halide with tree search and random programs

2. Martin Alnæs , Jan Blechta , Johan Hake , August Johansson , Benjamin Kehlet , Anders Logg , Chris Richardson , Johannes Ring , Marie E Rognes , and Garth N Wells . 2015. The FEniCS Project Version 1.5. Archive of Numerical Software , Vol 3 ( 2015 ). Martin Alnæs, Jan Blechta, Johan Hake, August Johansson, Benjamin Kehlet, Anders Logg, Chris Richardson, Johannes Ring, Marie E Rognes, and Garth N Wells. 2015. The FEniCS Project Version 1.5. Archive of Numerical Software, Vol 3 (2015).

3. OpenTuner

4. Riyadh Baghdadi , Massinissa Merouani , Mohamed-Hicham Leghettas , Kamel Abdous , Taha Arbaoui , and Karima Benatchba . 2021 . A Deep Learning Based Cost Model for Automatic Code Optimization . Proceedings of Machine Learning and Systems , 3 (2021). Riyadh Baghdadi, Massinissa Merouani, Mohamed-Hicham Leghettas, Kamel Abdous, Taha Arbaoui, and Karima Benatchba. 2021. A Deep Learning Based Cost Model for Automatic Code Optimization. Proceedings of Machine Learning and Systems, 3 (2021).

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