Garden's Almanac of Matter Models

materials

Open Materials 2024

Meta FAIR-Chem · 2024


Constitution

Full nameOpen Materials 2024
CuratorMeta FAIR-Chem
Size~118M structures; ~3.2B atom-environments
DFT levelPBE; PBE+U for 3d transition metals
Released2024
LicenseCC-BY 4.0
DOIhttps://doi.org/10.48550/arXiv.2410.12771
Primary paperBarroso-Luque et al., Open Materials 2024 (OMat24): A Foundation Dataset for Inorganic Materials, arXiv:2410.12771 (2024).

How to get it

OMat24 is hosted on Hugging Face Datasets at fairchem/OMat24 and mirrored in the FAIR-Chem repository. The canonical format is LMDB (one shard per split: train, val_id, val_ood). Total on-disk size is ~640 GB; plan for that plus a working buffer. No registration is required — the dataset is CC-BY 4.0. On a Garden-supported cluster, the data is already at /scratch/.../garden-cache/datasets/omat24 and Rootstock will pick it up.

Models trained on OMat24

Model
EquiformerV2
eSEN
Orb-v3
UMA