Foundation Potentials
matcalc.load_fp() loads each of the 102 models below by its canonical name or any of its aliases (case-insensitive). This page is generated from matcalc.utils.MODEL_REGISTRY.
MatGL
Install with pip install matcalc[matgl].
| Canonical name | Aliases | Upstream model |
|---|---|---|
TensorNet-MatPES-PBE-2025.2 | tensornet, pbe, tensornet-pes-matpes-pbe-2025.2 | path="TensorNet-PES-MatPES-PBE-2025.2" |
TensorNet-MatPES-r2SCAN-2025.2 | r2scan, tensornet-pes-matpes-r2scan-2025.2 | path="TensorNet-PES-MatPES-r2SCAN-2025.2" |
TensorNet-MatPES-PBE-2025.2-m | tensornet-pes-matpes-pbe-2025.2-m | path="TensorNet-PES-MatPES-PBE-2025.2-m" |
TensorNet-MatPES-r2SCAN-2025.2-m | tensornet-pes-matpes-r2scan-2025.2-m | path="TensorNet-PES-MatPES-r2SCAN-2025.2-m" |
M3GNet-MatPES-PBE-2025.2 | m3gnet, m3gnet-pes-matpes-pbe-2025.2 | path="M3GNet-PES-MatPES-PBE-2025.2" |
M3GNet-MatPES-r2SCAN-2025.2 | m3gnet-pes-matpes-r2scan-2025.2 | path="M3GNet-PES-MatPES-r2SCAN-2025.2" |
QET-MatPES-PBE-2025.2 | qet, qet-pes-matpes-pbe-2025.2 | path="QET-PES-MatPES-PBE-2025.2" |
QET-MatPES-r2SCAN-2025.2 | qet-pes-matpes-r2scan-2025.2 | path="QET-PES-MatPES-r2SCAN-2025.2" |
QET-MatQ | qet-pes-matq | path="QET-PES-MatQ" |
CHGNet-MatPES-PBE-2026.9-1M | chgnet, chgnet-pes-matpes-pbe-1m-2026.9, chgnet-matpes-pbe-1m-2026.9 | path="CHGNet-PES-MatPES-PBE-1M-2026.9" |
CHGNet-MatPES-r2SCAN-2026.9-1M | chgnet-pes-matpes-r2scan-1m-2026.9, chgnet-matpes-r2scan-1m-2026.9 | path="CHGNet-PES-MatPES-r2SCAN-1M-2026.9" |
CHGNet-MatPES-PBE-2025.2.10 | chgnet-pes-matpes-pbe-2025.2.10, chgnet-matpes-pbe-2025.2.10-2.7m-pes | path="CHGNet-PES-MatPES-PBE-2025.2.10" |
CHGNet-MatPES-r2SCAN-2025.2.10 | chgnet-pes-matpes-r2scan-2025.2.10 | path="CHGNet-PES-MatPES-r2SCAN-2025.2.10" |
MACE
Install with pip install matcalc[mace].
| Canonical name | Aliases | Upstream model |
|---|---|---|
MACE-MPtrj-0a-small | mace-mp-0-small | model="small" |
MACE-MPtrj-0a-medium | mace-mp-0-medium | model="medium" |
MACE-MPtrj-0a-large | mace-mp-0-large | model="large" |
MACE-MPtrj-0b-small | mace-mp-0b-small | model="small-0b" |
MACE-MPtrj-0b-medium | mace-mp-0b-medium | model="medium-0b" |
MACE-MPtrj-0b2-small | mace-mp-0b2-small | model="small-0b2" |
MACE-MPtrj-0b2-medium | mace-mp-0b2-medium | model="medium-0b2" |
MACE-MPtrj-0b2-large | mace-mp-0b2-large | model="large-0b2" |
MACE-MPtrj-0b3-medium | mace-mp-0b3-medium | model="medium-0b3" |
MACE-MPA-0-medium | mace | model="medium-mpa-0" |
MACE-OMat24-0-small | mace-omat-0-small | model="small-omat-0" |
MACE-OMat24-0-medium | mace-omat-0-medium | model="medium-omat-0" |
MACE-OMat24-ft-MatPES-PBE-0 | mace-matpes-pbe-0 | model="mace-matpes-pbe-0" |
MACE-OMat24-ft-MatPES-r2SCAN-0 | mace-matpes-r2scan-0 | model="mace-matpes-r2scan-0" |
MACE-MH-0 | — | model="mh-0", head="omat_pbe" |
MACE-MH-1 | — | model="mh-1", head="omat_pbe" |
SevenNet
Install with pip install matcalc[sevennet].
| Canonical name | Aliases | Upstream model |
|---|---|---|
SevenNet-MPtrj-0 | sevennet-0 | model="7net-0" |
SevenNet-MPtrj-l3i5 | sevennet-l3i5 | model="7net-l3i5" |
SevenNet-OAM-MF | sevennet-mf-ompa | model="7net-mf-ompa", modal="mpa" |
SevenNet-OMat24 | sevennet-omat | model="7net-omat" |
SevenNet-Omni | sevennet | model="7net-omni", modal="mpa" |
SevenNet-Omni-i8 | — | model="7net-omni-i8", modal="mpa" |
SevenNet-Omni-i12 | — | model="7net-omni-i12", modal="mpa" |
GRACE
Install with pip install matcalc[grace].
| Canonical name | Aliases | Upstream model |
|---|---|---|
GRACE-SMAX-OMat24-1L-large | — | model="GRACE-1L-SMAX-OMAT-large" |
GRACE-SMAX-OMat24-2L-medium | grace, tensorpotential | model="GRACE-2L-SMAX-OMAT-medium" |
GRACE-SMAX-OMat24-2L-large | — | model="GRACE-2L-SMAX-OMAT-large" |
GRACE-SMAX-1L-large | — | model="GRACE-1L-SMAX-large" |
GRACE-SMAX-2L-medium | — | model="GRACE-2L-SMAX-medium" |
GRACE-SMAX-2L-large | — | model="GRACE-2L-SMAX-large" |
GRACE-OMat24-ft-MPA-1L-small | grace-1l-oam | model="GRACE-1L-OAM" |
GRACE-OMat24-ft-MPA-1L-medium | grace-1l-omat-medium-ft-am | model="GRACE-1L-OMAT-medium-ft-AM" |
GRACE-OMat24-ft-MPA-1L-large | grace-1l-omat-large-ft-am | model="GRACE-1L-OMAT-large-ft-AM" |
GRACE-OMat24-ft-MPA-2L-small | grace-2l-oam | model="GRACE-2L-OAM" |
GRACE-OMat24-ft-MPA-2L-medium | grace-2l-omat-medium-ft-am | model="GRACE-2L-OMAT-medium-ft-AM" |
GRACE-OMat24-ft-MPA-2L-large | grace-2l-omat-large-ft-am | model="GRACE-2L-OMAT-large-ft-AM" |
GRACE-OMat24-ft-MPA-3L-large | grace-3l-omat-large-ft-am | model="GRACE-3L-OMAT-large-ft-AM" |
GRACE-OMat24-1L-medium-base | — | model="GRACE-1L-OMAT-medium-base" |
GRACE-OMat24-ft-E-1L-medium | grace-1l-omat-medium-ft-e | model="GRACE-1L-OMAT-medium-ft-E" |
GRACE-OMat24-1L-large-base | — | model="GRACE-1L-OMAT-large-base" |
GRACE-OMat24-ft-E-1L-large | grace-1l-omat-large-ft-e | model="GRACE-1L-OMAT-large-ft-E" |
GRACE-OMat24-2L-small | grace-2l-omat | model="GRACE-2L-OMAT" |
GRACE-OMat24-2L-medium-base | — | model="GRACE-2L-OMAT-medium-base" |
GRACE-OMat24-ft-E-2L-medium | grace-2l-omat-medium-ft-e | model="GRACE-2L-OMAT-medium-ft-E" |
GRACE-OMat24-2L-large-base | — | model="GRACE-2L-OMAT-large-base" |
GRACE-OMat24-ft-E-2L-large | grace-2l-omat-large-ft-e | model="GRACE-2L-OMAT-large-ft-E" |
GRACE-OMat24-3L-large | — | model="GRACE-3L-OMAT-large" |
GRACE-MPtrj-1L-r6 | — | model="GRACE-1L-MP-r6" |
GRACE-MPtrj-2L-r5 | — | model="GRACE-2L-MP-r5" |
GRACE-MPtrj-2L-r6 | grace-2l-mptrj | model="GRACE-2L-MP-r6" |
ORB
Install with pip install matcalc[orb].
| Canonical name | Aliases | Upstream model |
|---|---|---|
ORB-MPtrj-Alex-v2 | orb-v2 | model="orb-v2" |
ORB-MPtrj-Alex-v2-D3 | orb-d3-v2 | model="orb-d3-v2" |
ORB-MPtrj-Alex-v2-D3-sm | orb-d3-sm-v2 | model="orb-d3-sm-v2" |
ORB-MPtrj-Alex-v2-D3-xs | orb-d3-xs-v2 | model="orb-d3-xs-v2" |
ORB-MPtrj-v2 | — | model="orb-mptraj-only-v2" |
ORB-MPtrj-Alex-v3-conservative-20 | orb-v3-conservative-20-mpa | model="orb-v3-conservative-20-mpa" |
ORB-MPtrj-Alex-v3-conservative-inf | orb-v3-conservative-inf-mpa | model="orb-v3-conservative-inf-mpa" |
ORB-MPtrj-Alex-v3-direct-20 | orb-v3-direct-20-mpa | model="orb-v3-direct-20-mpa" |
ORB-MPtrj-Alex-v3-direct-inf | orb-v3-direct-inf-mpa | model="orb-v3-direct-inf-mpa" |
ORB-OMat24-v3-conservative-20 | — | model="orb-v3-conservative-20-omat" |
ORB-OMat24-v3-conservative-inf | orb | model="orb-v3-conservative-inf-omat" |
ORB-OMat24-v3-direct-20 | — | model="orb-v3-direct-20-omat" |
ORB-OMat24-v3-direct-inf | — | model="orb-v3-direct-inf-omat" |
MatterSim
Install with pip install matcalc[mattersim].
| Canonical name | Aliases | Upstream model |
|---|---|---|
MatterSim-v1.0.0-1M | mattersim | load_path="MatterSim-v1.0.0-1M.pth" |
MatterSim-v1.0.0-5M | — | load_path="MatterSim-v1.0.0-5M.pth" |
FAIRChem
Install with pip install matcalc[fairchem].
| Canonical name | Aliases | Upstream model |
|---|---|---|
UMA-S-1.2.1 | fairchem, uma | model="uma-s-1p2p1", task_name="omat" |
UMA-S-1.2 | — | model="uma-s-1p2", task_name="omat" |
UMA-S-1.1 | — | model="uma-s-1p1", task_name="omat" |
UMA-M-1.1 | — | model="uma-m-1p1", task_name="omat" |
UPET
Install with pip install matcalc[upet].
| Canonical name | Aliases | Upstream model |
|---|---|---|
PET-OMat24-1.0.0-XS | — | model="pet-omat-xs", version="1.0.0" |
PET-OMat24-1.0.0-S | — | model="pet-omat-s", version="1.0.0" |
PET-OMat24-1.0.0-M | — | model="pet-omat-m", version="1.0.0" |
PET-OMat24-1.0.0-L | — | model="pet-omat-l", version="1.0.0" |
PET-OMat24-1.0.0-XL | — | model="pet-omat-xl", version="1.0.0" |
PET-OMat24-ft-MPA-0.1.0-L | pet-oam-l | model="pet-oam-l", version="0.1.0" |
PET-OMat24-ft-MPA-1.0.0-XL | pet-oam, pet-oam-xl | model="pet-oam-xl", version="1.0.0" |
PET-OMat24-ft-MatPES-r2SCAN-0.1.0-L | pet-omatpes-l | model="pet-omatpes-l", version="0.1.0" |
PET-OMat24-ft-MAD-r2SCAN-1.6.0-XS | pet-mad-xs | model="pet-mad-xs", version="1.6.0" |
PET-OMat24-ft-MAD-r2SCAN-1.6.0-S | pet, pet-mad-s | model="pet-mad-s", version="1.6.0" |
PET-OMat24-ft-MAD-r2SCAN-1.6.0-M | pet-mad-m | model="pet-mad-m", version="1.6.0" |
PET-MAD-PBEsol-1.0.2-S | petmad | model="pet-mad-s", version="1.0.2" |
DeePMD
Install with pip install matcalc[deepmd].
| Canonical name | Aliases | Upstream model |
|---|---|---|
DPA2-OpenLAM-2.4-7M | — | model="DPA-2.4-7M", head="Omat24" |
DPA3-OpenLAM-3.1-3M | — | model="DPA-3.1-3M", head="Omat24" |
DPA3-OpenLAM-3.2-5M | — | model="DPA-3.2-5M", head="Omat24" |
DPA3-OpenLAM-3.3-1M | — | model="DPA-3.3-1M", head="Omat24" |
DPA4-OMat24-2026.8.5-Nano | — | model="DPA4-Nano-OMat24-v20260805" |
DPA4-OMat24-2026.8.5-Mini | deepmd, dpa | model="DPA4-Mini-OMat24-v20260805" |
DPA4-OMat24-2026.8.5-Neo | — | model="DPA4-Neo-OMat24-v20260805" |
DPA4-OMat24-2026.8.5-Air | — | model="DPA4-Air-OMat24-v20260805" |
DPA4-OMat24-2026.8.5-Plus | — | model="DPA4-Plus-OMat24-v20260805" |