{ "device": "cuda", "equivariance_sweep": [ { "scale": 0.0, "structured": 0.0, "vanilla": 1.751636576022953 }, { "scale": 0.25, "structured": 1.3505316742401928e-16, "vanilla": 1.7609989940370043 }, { "scale": 0.5, "structured": 1.5013838316430074e-16, "vanilla": 1.7488069489012283 }, { "scale": 1.0, "structured": 1.5262035332501202e-16, "vanilla": 1.6993552644444765 }, { "scale": 2.0, "structured": 1.8146862370458648e-16, "vanilla": 1.652262528531071 } ], "antisymmetry_sweep": [ { "N": 1, "antisym_error": 0.0, "antisym_abs_rmse": 0.0 }, { "N": 2, "antisym_error": 0.0, "antisym_abs_rmse": 0.0 }, { "N": 3, "antisym_error": 0.0, "antisym_abs_rmse": 0.0 }, { "N": 4, "antisym_error": 0.0, "antisym_abs_rmse": 0.0 }, { "N": 5, "antisym_error": 2.884821644232116e-13, "antisym_abs_rmse": 9.484820149417032e-19 }, { "N": 6, "antisym_error": 1.9920265242991154e-11, "antisym_abs_rmse": 1.0692020313687656e-18 } ], "symmetric_factor_error": 6.623913759209999e-17, "time_scale": { "t": [ 0.0, 0.1, 0.25, 0.5, 1.0, 1.5, 2.0 ], "displacement": [ 0.0, 0.018427937942648957, 0.04579179984089922, 0.0906674870209089, 0.177752056016448, 0.2614196721010427, 0.3418398370314239 ], "slope": 0.17134474276071723, "intercept": 0.00274348802621919, "R2": 0.9995716213478754 }, "depth_sweep": [ { "steps": 1, "structured_flow_eq_error": 3.4862069169171064e-17, "vanilla_flow_eq_error": 0.16662800782876522 }, { "steps": 2, "structured_flow_eq_error": 3.3028109659954073e-17, "vanilla_flow_eq_error": 0.1672638155253544 }, { "steps": 4, "structured_flow_eq_error": 4.04996052526879e-17, "vanilla_flow_eq_error": 0.1677126165117592 }, { "steps": 8, "structured_flow_eq_error": 4.1299731552970264e-17, "vanilla_flow_eq_error": 0.16794421703914594 }, { "steps": 16, "structured_flow_eq_error": 3.0978662201817493e-17, "vanilla_flow_eq_error": 0.16805948349565644 }, { "steps": 32, "structured_flow_eq_error": 3.526073465934316e-17, "vanilla_flow_eq_error": 0.16811673752874295 }, { "steps": 64, "structured_flow_eq_error": 3.6609130099486054e-17, "vanilla_flow_eq_error": 0.16814524171420958 } ], "task": { "structured_rmse": 1.0378828485711897, "vanilla_rmse": 1.030885401099942 } }