Skip to article frontmatterSkip to article content
Site not loading correctly?

This may be due to an incorrect BASE_URL configuration. See the MyST Documentation for reference.

UMA Release Changelog

This page documents the release history of UMA models, including new features, improvements, and bug fixes.


UMA 1.2ยถ

Model Highlightsยถ

๐Ÿ”‹ Better Charge Handling

Leading to improvements across molecular systems:

  • ~50% relative improvement on biomolecules vs UMA-S-1.1

  • ~30% relative improvement on electrolytes vs UMA-S-1.1

๐Ÿ“Š Expanded Data Coverage

Now ~520M total DFT calculations including:

  • OC22 (oxide catalysts)

  • OC25 (electrolyte/inorganic interfaces)

  • Expanded OMol25 data including polymers (OPoly26)

โšก Faster Inference

~50% speedup for UMA-S with turbo mode compared to previous releases

๐Ÿ”ง Bug Fixes & Stability
  • Numerical and stability improvements for Hessians and phonons

  • More accurate diatomics and ionization potentials

Available Tasks (7 total)ยถ

TaskDatasetDomainStatus
oc20OC20Heterogeneous CatalysisNo update
omatOMat24Inorganic Materials๐Ÿ“Š Updated โ€” dimer data
omolOMol-1.0Organic Molecules๐Ÿ“Š Updated โ€” polymers (OPoly26), ionization potentials, small molecule clusters, dimers
odacODAC23MOFs for Direct Air CaptureNo update
omcOMC25Molecular CrystalsNo update
oc25OC25Electrolyte/Inorganic Interfaces๐Ÿ†• Added to UMA
oc22OC22Oxide Catalysts๐Ÿ†• Added to UMA

Large-Scale Inference & Molecular Dynamicsยถ

๐Ÿš€ Large-Scale MD Simulations

Run MD with ASE and LAMMPS on large-scale systems with ns/day speeds:

  • Battle tested up to hundreds of GPUs

  • Systems up to 1M atoms

  • UMA handles all parallelismโ€”no need to manually configure LAMMPS, Kokkos, MPI, CUDA, etc.

๐Ÿ“ฆ Batched Simulations

Clientโ€“server Ray framework enables batched simulations:

  • Structural relaxations

  • Molecular dynamics

  • Up to 4x speedup over serial calculations for batches of small systems on a single H100 GPU


UMA 1.1ยถ

Available Tasks (5 total)ยถ

TaskDatasetDomainStatus
oc20OC20Heterogeneous CatalysisNo update
omatOMat24Inorganic MaterialsNo update
omolOMol25Organic MoleculesNo update
odacODAC23MOFs for Direct Air CaptureNo update
omcOMC25Molecular CrystalsNo update

UMA 1.0ยถ

Available Tasks (5 total)ยถ

TaskDatasetDomainStatus
oc20OC20Heterogeneous Catalysis๐Ÿ†• New
omatOMat24Inorganic Materials๐Ÿ†• New
omolOMol25Organic Molecules๐Ÿ†• New
odacODAC23MOFs for Direct Air Capture๐Ÿ†• New
omcOMC25Molecular Crystals๐Ÿ†• New

Key Featuresยถ