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
andTMY3
. 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.