# res4lyf from .abnorsett_scheduler import ABNorsettScheduler from .bong_tangent_scheduler import BongTangentScheduler from .common_sigma_scheduler import CommonSigmaScheduler from .deis_scheduler_alt import RESDEISMultistepScheduler from .etdrk_scheduler import ETDRKScheduler from .gauss_legendre_scheduler import GaussLegendreScheduler from .langevin_dynamics_scheduler import LangevinDynamicsScheduler from .lawson_scheduler import LawsonScheduler from .linear_rk_scheduler import LinearRKScheduler from .lobatto_scheduler import LobattoScheduler from .pec_scheduler import PECScheduler from .radau_iia_scheduler import RadauIIAScheduler from .res_multistep_scheduler import RESMultistepScheduler from .res_multistep_sde_scheduler import RESMultistepSDEScheduler from .res_singlestep_scheduler import RESSinglestepScheduler from .res_singlestep_sde_scheduler import RESSinglestepSDEScheduler from .res_unified_scheduler import RESUnifiedScheduler from .riemannian_flow_scheduler import RiemannianFlowScheduler from .rungekutta_44s_scheduler import RungeKutta44Scheduler from .rungekutta_57s_scheduler import RungeKutta57Scheduler from .rungekutta_67s_scheduler import RungeKutta67Scheduler from .simple_exponential_scheduler import SimpleExponentialScheduler from .specialized_rk_scheduler import SpecializedRKScheduler from .variants import ( ABNorsett2MScheduler, ABNorsett3MScheduler, ABNorsett4MScheduler, SigmaArcsineScheduler, DEIS1MultistepScheduler, DEIS2MScheduler, DEIS2MultistepScheduler, DEIS3MScheduler, DEIS3MultistepScheduler, DEISUnified1SScheduler, DEISUnified2MScheduler, DEISUnified3MScheduler, SigmaEasingScheduler, ETDRK2Scheduler, ETDRK3AScheduler, ETDRK3BScheduler, ETDRK4AltScheduler, ETDRK4Scheduler, FlowEuclideanScheduler, FlowHyperbolicScheduler, Lawson2AScheduler, Lawson2BScheduler, Lawson4Scheduler, LinearRK2Scheduler, LinearRK3Scheduler, LinearRK4Scheduler, LinearRKMidpointScheduler, LinearRKRalsstonScheduler, Lobatto2Scheduler, Lobatto3Scheduler, Lobatto4Scheduler, FlowLorentzianScheduler, PEC2H2SScheduler, PEC2H3SScheduler, RadauIIA2Scheduler, RadauIIA3Scheduler, RES2MScheduler, RES2MSDEScheduler, RES2SScheduler, RES2SSDEScheduler, RES3MScheduler, RES3MSDEScheduler, RES3SScheduler, RES3SSDEScheduler, RES5SScheduler, RES5SSDEScheduler, RES6SScheduler, RES6SSDEScheduler, RESUnified2MScheduler, RESUnified2SScheduler, RESUnified3MScheduler, RESUnified3SScheduler, RESUnified5SScheduler, RESUnified6SScheduler, SigmaSigmoidScheduler, SigmaSineScheduler, SigmaSmoothScheduler, FlowSphericalScheduler, GaussLegendre2SScheduler, GaussLegendre3SScheduler, GaussLegendre4SScheduler, ) __all__ = [ # Base "RESUnifiedScheduler", "RESMultistepScheduler", "RESMultistepSDEScheduler", "RESSinglestepScheduler", "RESSinglestepSDEScheduler", "RESDEISMultistepScheduler", "ETDRKScheduler", "LawsonScheduler", "ABNorsettScheduler", "PECScheduler", "BongTangentScheduler", "RiemannianFlowScheduler", "LangevinDynamicsScheduler", "CommonSigmaScheduler", "SimpleExponentialScheduler", "LinearRKScheduler", "LobattoScheduler", "RadauIIAScheduler", "GaussLegendreScheduler", "SpecializedRKScheduler", # Variants "RES2MScheduler", "RES3MScheduler", "DEIS2MScheduler", "DEIS3MScheduler", "RES2MSDEScheduler", "RES3MSDEScheduler", "RES2SScheduler", "RES3SScheduler", "RES5SScheduler", "RES6SScheduler", "RES2SSDEScheduler", "RES3SSDEScheduler", "RES5SSDEScheduler", "RES6SSDEScheduler", "ETDRK2Scheduler", "ETDRK3AScheduler", "ETDRK3BScheduler", "ETDRK4Scheduler", "ETDRK4AltScheduler", "Lawson2AScheduler", "Lawson2BScheduler", "Lawson4Scheduler", "ABNorsett2MScheduler", "ABNorsett3MScheduler", "ABNorsett4MScheduler", "PEC2H2SScheduler", "PEC2H3SScheduler", "FlowEuclideanScheduler", "FlowHyperbolicScheduler", "FlowSphericalScheduler", "FlowLorentzianScheduler", "SigmaSigmoidScheduler", "SigmaSineScheduler", "SigmaEasingScheduler", "SigmaArcsineScheduler", "SigmaSmoothScheduler", "DEISUnified1SScheduler", "DEISUnified2MScheduler", "DEISUnified3MScheduler", "RESUnified2MScheduler", "RESUnified3MScheduler", "RESUnified2SScheduler", "RESUnified3SScheduler", "RESUnified5SScheduler", "RESUnified6SScheduler", "DEIS1MultistepScheduler", "DEIS2MultistepScheduler", "DEIS3MultistepScheduler", "LinearRK2Scheduler", "LinearRK3Scheduler", "LinearRK4Scheduler", "LinearRKRalsstonScheduler", "LinearRKMidpointScheduler", "Lobatto2Scheduler", "Lobatto3Scheduler", "Lobatto4Scheduler", "RadauIIA2Scheduler", "RadauIIA3Scheduler", "GaussLegendre2SScheduler", "GaussLegendre3SScheduler", "GaussLegendre4SScheduler", "RungeKutta44Scheduler", "RungeKutta57Scheduler", "RungeKutta67Scheduler", ] BASE = [ ("RES Unified", RESUnifiedScheduler), ("RES Multistep", RESMultistepScheduler), ("RES Multistep SDE", RESMultistepSDEScheduler), ("RES Singlestep", RESSinglestepScheduler), ("RES Singlestep SDE", RESSinglestepSDEScheduler), ("DEIS Multistep", RESDEISMultistepScheduler), ("ETDRK", ETDRKScheduler), ("Lawson", LawsonScheduler), ("ABNorsett", ABNorsettScheduler), ("PEC", PECScheduler), ("Common Sigma", CommonSigmaScheduler), ("Riemannian Flow", RiemannianFlowScheduler), ("Specialized RK", SpecializedRKScheduler), ] SIMPLE = [ ("Bong Tangent", BongTangentScheduler), ("Langevin Dynamics", LangevinDynamicsScheduler), ("Simple Exponential", SimpleExponentialScheduler), ] VARIANTS = [ ("RES 2M", RES2MScheduler), ("RES 3M", RES3MScheduler), ("DEIS 2M", DEIS2MScheduler), ("DEIS 3M", DEIS3MScheduler), ("RES 2M SDE", RES2MSDEScheduler), ("RES 3M SDE", RES3MSDEScheduler), ("RES 2S", RES2SScheduler), ("RES 3S", RES3SScheduler), ("RES 5S", RES5SScheduler), ("RES 6S", RES6SScheduler), ("RES 2S SDE", RES2SSDEScheduler), ("RES 3S SDE", RES3SSDEScheduler), ("RES 5S SDE", RES5SSDEScheduler), ("RES 6S SDE", RES6SSDEScheduler), ("ETDRK 2", ETDRK2Scheduler), ("ETDRK 3A", ETDRK3AScheduler), ("ETDRK 3B", ETDRK3BScheduler), ("ETDRK 4", ETDRK4Scheduler), ("ETDRK 4 Alt", ETDRK4AltScheduler), ("Lawson 2A", Lawson2AScheduler), ("Lawson 2B", Lawson2BScheduler), ("Lawson 4", Lawson4Scheduler), ("ABNorsett 2M", ABNorsett2MScheduler), ("ABNorsett 3M", ABNorsett3MScheduler), ("ABNorsett 4M", ABNorsett4MScheduler), ("PEC 2H2S", PEC2H2SScheduler), ("PEC 2H3S", PEC2H3SScheduler), ("Euclidean Flow", FlowEuclideanScheduler), ("Hyperbolic Flow", FlowHyperbolicScheduler), ("Spherical Flow", FlowSphericalScheduler), ("Lorentzian Flow", FlowLorentzianScheduler), ("Sigmoid Sigma", SigmaSigmoidScheduler), ("Sine Sigma", SigmaSineScheduler), ("Easing Sigma", SigmaEasingScheduler), ("Arcsine Sigma", SigmaArcsineScheduler), ("Smoothstep Sigma", SigmaSmoothScheduler), ("DEIS Unified 1", DEISUnified1SScheduler), ("DEIS Unified 2", DEISUnified2MScheduler), ("DEIS Unified 3", DEISUnified3MScheduler), ("RES Unified 2M", RESUnified2MScheduler), ("RES Unified 3M", RESUnified3MScheduler), ("RES Unified 2S", RESUnified2SScheduler), ("RES Unified 3S", RESUnified3SScheduler), ("RES Unified 5S", RESUnified5SScheduler), ("RES Unified 6S", RESUnified6SScheduler), ("DEIS Multistep 1", DEIS1MultistepScheduler), ("DEIS Multistep 2", DEIS2MultistepScheduler), ("DEIS Multistep 3", DEIS3MultistepScheduler), ("Linear-RK 2", LinearRK2Scheduler), ("Linear-RK 3", LinearRK3Scheduler), ("Linear-RK 4", LinearRK4Scheduler), ("Linear-RK Ralston", LinearRKRalsstonScheduler), ("Linear-RK Midpoint", LinearRKMidpointScheduler), ("Lobatto 2", Lobatto2Scheduler), ("Lobatto 3", Lobatto3Scheduler), ("Lobatto 4", Lobatto4Scheduler), ("Radau-IIA 2", RadauIIA2Scheduler), ("Radau-IIA 3", RadauIIA3Scheduler), ("Gauss-Legendre 2S", GaussLegendre2SScheduler), ("Gauss-Legendre 3S", GaussLegendre3SScheduler), ("Gauss-Legendre 4S", GaussLegendre4SScheduler), ("Runge-Kutta 4/4", RungeKutta44Scheduler), ("Runge-Kutta 5/7", RungeKutta57Scheduler), ("Runge-Kutta 6/7", RungeKutta67Scheduler), ]