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@pemami4911 pemami4911 released this 07 Nov 23:16
· 3 commits to main since this release

Summary of changes

Buildings-900K pretraining dataset

  • Added the building simulation metadata files to the dataset, which contain attributes for the original EnergyPlus building energy models used to run the simulations that generated the timeseries. See Buildings-900K/end-use-load-profiles-for-us-building-stock/2021/resstock_amy2018_release_1/metadata/metadata.parquet for an example.
  • Added the weather files that were used to run each building simulation, for both AMY2018 and TMY3. See Buildings-900K/end-use-load-profiles-for-us-building-stock/2021/resstock_amy2018_release_1/weather for an example.

BuildingsBench evaluation datasets

  • Temperature timeseries data added for each of the 7 benchmark datasets. See docs for more details.

Library updates

  • We primarily updated the dataset classes and training/evaluation scripts to add support for weather timeseries inputs
  • Other minor usability improvements

New Transformer model configs for weather timeseries inputs

TransformerWithGaussian-t-* only uses temperature timeseries inputs, TransformerWithGaussian-th-* only uses temperature and humidity inputs, and TransformerWithGaussian-weather-* uses all available weather variables during pretraining.