NP-Hardness of Tensor Network Contraction Ordering

Jianyu Xu; Hanwen Zhang; Ling Liang; Lei Deng; Yuan Xie; Guoqi Li

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arXiv · 2310.06140

NP-Hardness of Tensor Network Contraction Ordering

Jianyu Xu·Hanwen Zhang·Ling Liang·Lei Deng·Yuan Xie·Guoqi Li

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Abstract

We study the optimal order (or sequence) of contracting a tensor network with a minimal computational cost. We conclude 2 different versions of this optimal sequence: that minimize the operation number (OMS) and that minimize the time complexity (CMS). Existing results only shows that OMS is NP-hard, but no conclusion on CMS problem. In this work, we firstly reduce CMS to CMS-0, which is a sub-problem of CMS with no free indices. Then we prove that CMS is easier than OMS, both in general and in tree cases. Last but not least, we prove that CMS is still NP-hard. Based on our results, we have built up relationships of hardness of different tensor network contraction problems.

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BibTeX RIS

Jianyu Xu, Hanwen Zhang, Ling Liang, Lei Deng, Yuan Xie, Guoqi Li. 2023-10-09. NP-Hardness of Tensor Network Contraction Ordering. https://arxiv.org/abs/2310.06140

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