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"DySweep": Enhanced Weights and Biases Sweeps for Systematic Experimentation

Authors: Kamkari, Hamid, Hamidreza;

"DySweep": Enhanced Weights and Biases Sweeps for Systematic Experimentation

Abstract

Dysweep is a powerful Python library designed to enhance the functionality of Weights and Biases sweeps. With Dysweep, conducting systematic and efficient deep learning experiments becomes a breeze. Its features include checkpointing for the Sweep Server, allowing for the resumption of specific runs, and the ability to run sweeps over hierarchies, eliminating the need for hard-coded selection between different classes. Inspired by DyPy, Dysweep provides a versatile configuration set, enabling the definition of experiments at any level of abstraction. Whether it's large-scale hyperparameter tuning or parallel execution of experiments, Dysweep empowers researchers with a systematic and streamlined approach to deep learning experimentation.

If you use this software, please cite it using the metadata from this file.

Keywords

Lazy Configurations, Deep Learning, Sweep, Weights and Biases, Hierarchical Configuration, Experiments

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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