3PC: Three point compressors for communication-efficient distributed training and a better theory for lazy aggregation
We propose and study a new class of gradient communication mechanisms for communication-efficient training -- three point compressors (3PC) -- as well as efficient distributed nonconvex optimization algorithms that can take advantage of them. Unlike most established approaches, which rely on a stati...
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| Main Authors: | , , , , , |
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| Format: | text |
| Language: | English |
| Published: |
Institutional Knowledge at Singapore Management University
2022
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/sis_research/8685 https://ink.library.smu.edu.sg/context/sis_research/article/9688/viewcontent/ICML22_full_3pc.pdf |
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| Institution: | Singapore Management University |
| Language: | English |