sparks-baird / matbench-genmetrics

Generative materials benchmarking metrics, inspired by guacamol and CDVAE.
https://matbench-genmetrics.readthedocs.io/
MIT License
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Add composition to validity metric #56

Closed sgbaird closed 2 years ago

sgbaird commented 2 years ago

E.g. distance calculation based on fingerprint + threshold

Could be a scalar featurizer (seems most straightforward, use EMD between distributions, normalize by some dummy metric, and average the two distributional distances).

Could be smact_validity, but probably need a way to do a logical AND match (i.e. change structure validity to be a YES/NO on a per-structure basis - also, it's no longer comparing to train+test at that point, it's standalone).

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