NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning

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Hauptverfasser: Wang, Irene, Venkata, Vishnu Varma, Krishnamurthy, Arvind, Mahajan, Divya
Format: Recurso digital
Veröffentlicht: Zenodo 2026
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author Wang, Irene
Venkata, Vishnu Varma
Krishnamurthy, Arvind
Mahajan, Divya
author_facet Wang, Irene
Venkata, Vishnu Varma
Krishnamurthy, Arvind
Mahajan, Divya
contents <p>NEST is a network-, compute-, and memory-aware framework for automatic device placement that unifies model parallelism and placement via structured dynamic programming for large-scale distributed training. This artifact provides the source code, bash scripts, and instructions necessary to reproduce the key results in the reported in the paper for NEST and all evaluated baselines.</p>
format Recurso digital
id zenodo_https___doi_org_10_5281_zenodo_18826203
institution Zenodo
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publishDate 2026
publisher Zenodo
record_format zenodo
spellingShingle NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning
Wang, Irene
Venkata, Vishnu Varma
Krishnamurthy, Arvind
Mahajan, Divya
<p>NEST is a network-, compute-, and memory-aware framework for automatic device placement that unifies model parallelism and placement via structured dynamic programming for large-scale distributed training. This artifact provides the source code, bash scripts, and instructions necessary to reproduce the key results in the reported in the paper for NEST and all evaluated baselines.</p>
title NEST: Network- and Memory-Aware Device Placement for Distributed Deep Learning
url https://doi.org/10.5281/zenodo.18826203