Dataset Viewer

The dataset viewer is not available because its heuristics could not detect any supported data files. You can try uploading some data files, or configuring the data files location manually.

Database

DFT trajectories grouped by exchange-correlation functional. All files are ASE .traj format. Each file is a single source database and you can directly use it to train your own model.

Potentials trained on these databases with the IANN trainer are released at changzhiai/iann-foundation-models; see the documentation.

PBE

File Name File Size Image Size Functional Details Year Source
MPtrj.traj 3.50 GB 1,579,091 PBE MPtrj dataset 2022 Materials Project
sAlex.traj 12.49 GB 10,423,284 PBE sAlex dataset, version of the original Alexandria 2024 Alexandria
Omat24.traj 18.27 GB 11,274,650 PBE OMat24 dataset 2024 OMat24
MatPES.traj 554 MB 434,092 PBE MatPES dataset 2025 MatPES
OC22.traj 47.27 GB 8,199,197 PBE OC22 dataset 2023 Open Catalyst

RPBE

File Name File Size Image Size Functional Details Year Source
OC20.traj 10.85 GB 1,999,572 RPBE OC20 dataset (2M subset) 2021 Open Catalyst
OC25.traj 74.86 GB 7,370,461 RPBE OC25 dataset (solid-liquid interfaces) 2025 Open Catalyst

r2SCAN

File Name File Size Image Size Functional Details Year Source
MPr2SCAN.traj 414 MB 238,241 r2SCAN MP dataset with r2SCAN functional 2025 Materials Project
MatPESr2SCAN.traj 472 MB 387,306 r2SCAN MatPES dataset with r2SCAN functional 2025 MatPES

Usage

from ase.io import Trajectory

traj = Trajectory("PBE/MPtrj.traj")
print(len(traj))
atoms = traj[0]
print(atoms.get_potential_energy(), atoms.get_forces())

Note

Outlier structures were removed from each database (less than 1%).

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