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    • BUTTER-E - Energy Consumption Data for the BUTTER Empirical Deep Learning Dataset

    Metadata Updated: October 8, 2024

    The BUTTER-E - Energy Consumption Data for the BUTTER Empirical Deep Learning Dataset adds node-level energy consumption data from watt-meters to the primary sweep of the BUTTER - Empirical Deep Learning Dataset. This dataset contains energy consumption and performance data from 63,527 individual experimental runs spanning 30,582 distinct configurations: 13 datasets, 20 sizes (number of trainable parameters), 8 network "shapes", and 14 depths on both CPU and GPU hardware collected using node-level watt-meters. This dataset reveals the complex relationship between dataset size, network structure, and energy use, and highlights the impact of cache effects.

    BUTTER-E is intended to be joined with the BUTTER dataset (see "BUTTER - Empirical Deep Learning Dataset on OEDI" resource below) which characterizes the performance of 483k distinct fully connected neural networks but does not include energy measurements.

    Access & Use Information

    Public: This dataset is intended for public access and use. License: Creative Commons Attribution

    Downloads & Resources

    Dates

    Metadata Created Date March 28, 2024
    Metadata Updated Date October 8, 2024

    Metadata Source

    Harvested from OpenEI data.json

    Other Data Resources

    Additional Metadata

    Resource Type Dataset
    Metadata Created Date March 28, 2024
    Metadata Updated Date October 8, 2024
    Publisher National Renewable Energy Laboratory
    Maintainer
    Doi 10.25984/2329316
    Identifier https://data.openei.org/submissions/5991
    Data First Published 2022-12-30T07:00:00Z
    Data Last Modified 2024-10-07T15:12:02Z
    Public Access Level public
    Bureau Code 019:20
    Metadata Context https://openei.org/data.json
    Metadata Catalog ID https://openei.org/data.json
    Schema Version https://project-open-data.cio.gov/v1.1/schema
    Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
    Data Quality True
    Harvest Object Id f3d21b16-b566-4f54-85fa-7fd7be8bb02c
    Harvest Source Id 7cbf9085-0290-4e9f-bec1-91653baeddfd
    Harvest Source Title OpenEI data.json
    Homepage URL https://data.openei.org/submissions/5991
    License https://creativecommons.org/licenses/by/4.0/
    Old Spatial {"type":"Polygon","coordinates":-180,-83,180,-83,180,83,-180,83,-180,-83}
    Program Code 019:023
    Projectnumber GO0028308
    Projecttitle National Renewable Energy Laboratory (NREL) Lab Directed Research and Development (LDRD)
    Source Datajson Identifier True
    Source Hash 1dfc6ee47f59ee7253816a98ef6f8a1ceb467700417009320667cda5ce64aa05
    Source Schema Version 1.1
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