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Sep 13, 2024 · With the insights from this study, we build Srift, a system that combines runtime instrumentation and learned performance models to accurately ...
Nov 29, 2020 · We built Srifty, a system that combines runtime profiling with learned performance models to accurately predict training performance and find the best VM ...
Missing: Srift: Thrift
Nov 29, 2020 · We build Srift, a system that combines runtime instrumentation and learned performance models to accurately predict training performance and find the best ...
In this study, Srifty achieves a prediction error of 8% and finds choices that delivers significantly better throughput and lower cost in real- world training ...
Missing: Srift: Thrift
Srift's suggested configurations can reduce cost by up to 1.6x and increase throughput by up to 2x, compared to TAP and CAP.
PDF Srift: Swift and Thrift Cloud-Based Distributed Training. Liang Luo, Peter West, Arvind Krishnamurthy, and Luis Ceze. arXiv preprint. 2020. May, PDF ...
SRIFTY: Swift and Thrifty Distributed Neural Network Training on the Cloud. ... Srift: Swift and Thrift Cloud-Based Distributed Training. CoRR abs ...
Srift: Swift and Thrift Cloud-Based Distributed Training. Cost-efficiency and ... Towards Scalable Distributed Training of Deep Learning on Public Cloud Clusters.
PLink: Discovering and Exploiting Locality for Accelerated Distributed Training on the public Cloud ... Srift: Swift and Thrift Cloud-Based Distributed Training ...
Abstract: Long training times for building a high accuracy deep neural networks (DNNs) is impeding research for new DNN architectures.
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