The Sparse Abstract Machine

Author:

Hsu Olivia1,Strange Maxwell1,Sharma Ritvik1,Won Jaeyeon2,Olukotun Kunle1,Emer Joel S.3,Horowitz Mark A.1,Kjølstad Fredrik1

Affiliation:

1. Stanford University, USA

2. Massachusetts Institute of Technology, USA

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

Funder

NSF (National Science Foundation)

DOE U.S. Department of Energy

Defense Advanced Research Projects Agency

Publisher

ACM

Reference69 articles.

1. Martín Abadi , Paul Barham , Jianmin Chen , Zhifeng Chen , Andy Davis , Jeffrey Dean , Matthieu Devin , Sanjay Ghemawat , Geoffrey Irving , and Michael Isard . 2016 . TensorFlow: A system for large-scale machine learning . In 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16) . 265–283. Martín Abadi, Paul Barham, Jianmin Chen, Zhifeng Chen, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Geoffrey Irving, and Michael Isard. 2016. TensorFlow: A system for large-scale machine learning. In 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI 16). 265–283.

2. Autoscheduling for sparse tensor algebra with an asymptotic cost model

3. Efficient MATLAB Computations with Sparse and Factored Tensors

4. Vivek Bharadwaj Aydin Buluç and James Demmel. 2022. Distributed-Memory Sparse Kernels for Machine Learning. https://doi.org/10.48550/ARXIV.2203.07673 10.48550/ARXIV.2203.07673

5. Vivek Bharadwaj Aydin Buluç and James Demmel. 2022. Distributed-Memory Sparse Kernels for Machine Learning. https://doi.org/10.48550/ARXIV.2203.07673

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1. Symphony: Orchestrating Sparse and Dense Tensors with Hierarchical Heterogeneous Processing;ACM Transactions on Computer Systems;2023-11-30

2. TeAAL: A Declarative Framework for Modeling Sparse Tensor Accelerators;56th Annual IEEE/ACM International Symposium on Microarchitecture;2023-10-28

3. A Tensor Marshaling Unit for Sparse Tensor Algebra on General-Purpose Processors;56th Annual IEEE/ACM International Symposium on Microarchitecture;2023-10-28

4. Mosaic: An Interoperable Compiler for Tensor Algebra;Proceedings of the ACM on Programming Languages;2023-06-06

5. Looplets: A Language for Structured Coiteration;Proceedings of the 21st ACM/IEEE International Symposium on Code Generation and Optimization;2023-02-17

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