All Speed Results

This is a benchmark that evaluates the average speed of running energy and force calculations on 10-, 100-, and 1000-atom molecular and periodic systems. All calculations were run on Nvidia A10G GPUs through Modal. See all speed results.

Name
UMA Medium 1.1 (OMol task)	0.15	0.15	0.18	0.15	0.15	0.20
UMA Small 1.1 (OMol task)	0.15	0.16	0.18	0.19	0.15	0.18
UMA Medium 1.1 (OMC task)	0.15	0.15	0.18	0.15	0.15	0.18
UMA Small 1.1 (OMC task)	0.15	0.15	0.18	0.15	0.15	0.18
Orb-v2	0.16	0.15	0.19	0.18	0.17	0.20
Orb-v3 (Conservative Inf. OMat)	0.20	0.24	0.24	0.20	0.21	0.24
Orb-d3-v2	0.20	0.20	0.24	0.20	0.21	0.24
Orb-v3 (Conservative 20 OMat)	0.20	0.20	0.24	0.21	0.22	0.26
Orb-v3 (Direct Inf. OMat)	0.20	0.21	0.24	0.20	0.21	0.24
Orb-v3 (Direct 20 OMat)	0.20	0.21	0.25	0.26	0.21	0.24
OMol25's eSEN Conserving Small	0.21	0.22	0.25
Prescient's StrainRelief MACE	0.23	0.23	0.25	0.23	0.23	0.25
UMA Small (OMol task)	0.22	0.22	0.26	0.22	0.23	0.26
MACE-ANI-CC	0.24	0.24	0.32	0.24	0.24	0.32
AIMNet2 (ωB97M-D3, old)	0.26	0.26	0.34	0.50	0.46	0.33
MACE-MP-0(Large)-D3BJ	0.33	0.33	0.36	0.33	0.34	0.42
MACE-MP-0b2(Large)-D3BJ	0.33	0.33	0.37	0.33	0.36	0.37
MACE-MP-0b2(Large)	0.33	0.33	0.37	0.33	0.33	0.37
MACE-MP-0(Large)	0.32	0.33	0.38	0.33	0.34	0.38
Egret-1e	0.33	0.35	0.49	0.33	0.36	0.50
Egret-1t	0.33	0.35	0.50	0.33	0.36	0.50
Egret-1	0.33	0.37	0.72	0.34	0.36	0.50
AIMNet2 (ωB97M-D3, new)	17.86	18.12	29.23	22.72	28.56	51.80
eSEN-OAM	0.33	0.33		0.34	0.34
OMat24 eqV2-L	0.32	0.34		0.33