This page documents the release history of UMA models, including new features, improvements, and bug fixes.
UMA 1.2ยถ
Model Highlightsยถ
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
Now ~520M total DFT calculations including:
OC22 (oxide catalysts)
OC25 (electrolyte/inorganic interfaces)
Expanded OMol25 data including polymers (OPoly26)
~50% speedup for UMA-S with turbo mode compared to previous releases
Numerical and stability improvements for Hessians and phonons
More accurate diatomics and ionization potentials
Available Tasks (7 total)ยถ
| Task | Dataset | Domain | Status |
|---|---|---|---|
| oc20 | OC20 | Heterogeneous Catalysis | No update |
| omat | OMat24 | Inorganic Materials | ๐ Updated โ dimer data |
| omol | OMol-1.0 | Organic Molecules | ๐ Updated โ polymers (OPoly26), ionization potentials, small molecule clusters, dimers |
| odac | ODAC23 | MOFs for Direct Air Capture | No update |
| omc | OMC25 | Molecular Crystals | No update |
| oc25 | OC25 | Electrolyte/Inorganic Interfaces | ๐ Added to UMA |
| oc22 | OC22 | Oxide Catalysts | ๐ Added to UMA |
Large-Scale Inference & Molecular Dynamicsยถ
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 parallelismโno need to manually configure LAMMPS, Kokkos, MPI, CUDA, etc.
Clientโserver 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
| Task | Dataset | Domain | Status |
|---|---|---|---|
| oc20 | OC20 | Heterogeneous Catalysis | No update |
| omat | OMat24 | Inorganic Materials | No update |
| omol | OMol25 | Organic Molecules | No update |
| odac | ODAC23 | MOFs for Direct Air Capture | No update |
| omc | OMC25 | Molecular Crystals | No update |
UMA 1.0ยถ
Available Tasks (5 total)ยถ
| Task | Dataset | Domain | Status |
|---|---|---|---|
| oc20 | OC20 | Heterogeneous Catalysis | ๐ New |
| omat | OMat24 | Inorganic Materials | ๐ New |
| omol | OMol25 | Organic Molecules | ๐ New |
| odac | ODAC23 | MOFs for Direct Air Capture | ๐ New |
| omc | OMC25 | Molecular Crystals | ๐ New |
Key Featuresยถ
Mixture-of-Linear-Experts (MoLE) architecture for high parameter count with fast inference
Equivariant GNN preserving energy conservation
Multi-domain training on 500M+ DFT calculations
ASE Calculator integration for seamless workflow adoption