TSPLIT: Fine-grained GPU Memory Management for Efficient DNN Training via Tensor Splitting
Author:
Affiliation:
1. Peking University,School of Computer Science & Key Laboratory of High Confidence Software Technologies (MOE)
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/9835153/9835154/09835178.pdf?arnumber=9835178
Reference59 articles.
1. Worst Case Analysis of Two Scheduling Algorithms
2. Antman: Dynamic scaling on gpu clusters for deep learning;xiao;OSDI 20,2020
3. SwapAdvisor
4. The iwslt 2016 evaluation cam-paign;cettolo;ISWLT,2016
5. Scaling laws for neural language models;kaplan;ArXiv,2020
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