@article{synthesizingoptimalparallelismplacement, title = {Synthesizing Optimal Parallelism Placement and Reduction Strategies on Hierarchical Systems for Deep Learning}, author = {Ningning Xie and Tamara Norman and Dominik Grewe and Dimitrios Vytiniotis}, year = {2021}, eprint = {2110.10548}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2110.10548v2}, }