{ "prediction_1_saturation_and_bound": { "equilibrium": { "rho_mean": 1.0, "rho_max": 1.0000000000000002, "rho_fd_max": 1.00000008615521, "inequality_max_excess": 2.220446049250313e-16, "mean_V": 0.3360484351275103, "mean_I": 0.3360484351275103 }, "nonequilibrium": { "rho_mean": 0.6392402261714853, "rho_max": 0.9328673209128918, "rho_fd_max": 0.9328674027357408, "inequality_max_excess": 0.0, "mean_V": 0.34900045177190664, "mean_I": 0.46593960068130363 } }, "prediction_2_delta_scaling_equilibrium": { "rows": [ [ 0.002, 0.01301229933191362, 0.0019901795830065128, 0.00199999999995767, 0.9950897915032564, 0.9950897915243173 ], [ 0.004, 0.02602459866382724, 0.003961019883030992, 0.00399999999991534, 0.9902549707577479, 0.9902549707787066 ], [ 0.008, 0.05204919732765448, 0.007846421958454863, 0.00799999999983068, 0.9808027448068579, 0.9808027448276165 ], [ 0.016, 0.10409839465530896, 0.015403380461052385, 0.01599999999966136, 0.962711278815774, 0.9627112788361497 ], [ 0.032, 0.2081967893106179, 0.029740352370462797, 0.03199999999932272, 0.9293860115769624, 0.9293860115966328 ] ], "step_loglog_slope": 1.0000000000000009, "max_actual_over_delta": 0.9950897915032564, "max_actual_over_predicted": 0.9950897915243173 }, "prediction_2_delta_scaling_nonequilibrium": { "rows": [ [ 0.002, 0.00811506040080781, 0.001149412240541603, 0.0019999999999835366, 0.5747061202708015, 0.5747061202755323 ], [ 0.004, 0.01623012080161562, 0.002291441738553779, 0.003999999999967073, 0.5728604346384447, 0.5728604346431603 ], [ 0.008, 0.03246024160323124, 0.004553728290754899, 0.007999999999934147, 0.5692160363443624, 0.569216036349048 ], [ 0.016, 0.06492048320646247, 0.008993708427134428, 0.015999999999868293, 0.5621067766959017, 0.5621067767005289 ], [ 0.032, 0.12984096641292495, 0.017553463504265676, 0.031999999999736586, 0.5485457345083024, 0.5485457345128179 ] ], "step_loglog_slope": 1.0000000000000007, "max_actual_over_delta": 0.5747061202708015, "max_actual_over_predicted": 0.5747061202755323 }, "prediction_3_schedule_jump_control": { "0.01": { "cr_updates_to_endpoint": 40, "cr_final_beta": 0.4161577319825337, "cr_max_jump": 0.00989931754890594, "geometric_max_jump": 0.232050840928806, "cr_mean_jump": 0.009851687169634743, "geometric_mean_jump": 0.023654674272653796, "cr_path_first_last": [ 0.2, 0.4161577319825337 ] }, "0.03": { "cr_updates_to_endpoint": 35, "cr_final_beta": 4.0, "cr_max_jump": 0.029108193178353226, "geometric_max_jump": 0.232050840928806, "cr_mean_jump": 0.027033913454461482, "geometric_mean_jump": 0.023654674272653796, "cr_path_first_last": [ 0.2, 4.0 ] }, "0.06": { "cr_updates_to_endpoint": 21, "cr_final_beta": 4.0, "cr_max_jump": 0.05651623307968756, "geometric_max_jump": 0.232050840928806, "cr_mean_jump": 0.04505652242410246, "geometric_mean_jump": 0.023654674272653796, "cr_path_first_last": [ 0.2, 4.0 ] } }, "interpretation": { "equilibrium_prediction": "rho=1 exactly because score is -(E-mu) and I=Var(E)", "nonequilibrium_prediction": "rho<1 when the beta score contains an F component not determined by E", "controller_prediction": "actual energy jump is approximately <= delta for small delta and controller steps scale linearly with delta" } }