Materials Project Time Splits
Warning
As of June 2023, mp-time-split
has migrated to matbench-genmetrics
as a namespace package
Download Materials Project time-splits for generative modeling benchmarking via the
mp_time_split
Python package. Download and store a snapshot dataset of experimentally
verified Materials Project entries sorted by earliest publication year of the associated
literature references. Alternatively, fetch your own dataset directly from Materials
Project using your own search criteria. The snapshot dataset, MPTS-52,
contains only experimentally verified Materials Project entries with no more than 52
sites) and acts as an extension to the state-of-the-art materials generative model
introduced by Xie et al. via the CDVAE package. We recommend that in addition to the
three CDVAE benchmark datasets, you
also use the MPTS-52 dataset and corresponding cross-validation and final test
splits for model comparison and benchmarking. MPTS-52 can be used with the metrics
introduced in CDVAE’s
compute_metrics.py
script (see CDVAE instructions). Check out
our quick start page for more details on how to use mp_time_split
. Enjoy!
See also:
matbench-genmetrics
, a materials benchmarking platform for generative models andxtal2png
, a tool converting between a crystal structure and a PNG image representation for generative modeling
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