automatic/modules/res4lyf/variants.py

from .abnorsett_scheduler import ABNorsettScheduler
from .common_sigma_scheduler import CommonSigmaScheduler
from .deis_scheduler_alt import RESDEISMultistepScheduler
from .etdrk_scheduler import ETDRKScheduler
from .gauss_legendre_scheduler import GaussLegendreScheduler
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

# RES Unified Variants

"""
    Supports RES 2M, 3M, 2S, 3S, 5S, 6S
    Supports DEIS 1S, 2M, 3M
"""

class RESUnified2MScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "res_2m"
        super().__init__(**kwargs)


class RESUnified3MScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "res_3m"
        super().__init__(**kwargs)


class RESUnified2SScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "res_2s"
        super().__init__(**kwargs)


class RESUnified3SScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "res_3s"
        super().__init__(**kwargs)


class RESUnified5SScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "res_5s"
        super().__init__(**kwargs)


class RESUnified6SScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "res_6s"
        super().__init__(**kwargs)


class DEISUnified1SScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "deis_1s"
        super().__init__(**kwargs)


class DEISUnified2MScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "deis_2m"
        super().__init__(**kwargs)


class DEISUnified3MScheduler(RESUnifiedScheduler):
    def __init__(self, **kwargs):
        kwargs["rk_type"] = "deis_3m"
        super().__init__(**kwargs)


# RES Multistep Variants
class RES2MScheduler(RESMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_2m"
        super().__init__(**kwargs)


class RES3MScheduler(RESMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_3m"
        super().__init__(**kwargs)


class DEIS2MScheduler(RESMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "deis_2m"
        super().__init__(**kwargs)


class DEIS3MScheduler(RESMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "deis_3m"
        super().__init__(**kwargs)


# RES Multistep SDE Variants
class RES2MSDEScheduler(RESMultistepSDEScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_2m"
        super().__init__(**kwargs)


class RES3MSDEScheduler(RESMultistepSDEScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_3m"
        super().__init__(**kwargs)


# RES Singlestep (Multistage) Variants
class RES2SScheduler(RESSinglestepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_2s"
        super().__init__(**kwargs)


class RES3SScheduler(RESSinglestepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_3s"
        super().__init__(**kwargs)


class RES5SScheduler(RESSinglestepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_5s"
        super().__init__(**kwargs)


class RES6SScheduler(RESSinglestepScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_6s"
        super().__init__(**kwargs)


# RES Singlestep SDE Variants
class RES2SSDEScheduler(RESSinglestepSDEScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_2s"
        super().__init__(**kwargs)


class RES3SSDEScheduler(RESSinglestepSDEScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_3s"
        super().__init__(**kwargs)


class RES5SSDEScheduler(RESSinglestepSDEScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_5s"
        super().__init__(**kwargs)


class RES6SSDEScheduler(RESSinglestepSDEScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "res_6s"
        super().__init__(**kwargs)


# ETDRK Variants
class ETDRK2Scheduler(ETDRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "etdrk2_2s"
        super().__init__(**kwargs)


class ETDRK3AScheduler(ETDRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "etdrk3_a_3s"
        super().__init__(**kwargs)


class ETDRK3BScheduler(ETDRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "etdrk3_b_3s"
        super().__init__(**kwargs)


class ETDRK4Scheduler(ETDRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "etdrk4_4s"
        super().__init__(**kwargs)


class ETDRK4AltScheduler(ETDRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "etdrk4_4s_alt"
        super().__init__(**kwargs)


# Lawson Variants
class Lawson2AScheduler(LawsonScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "lawson2a_2s"
        super().__init__(**kwargs)


class Lawson2BScheduler(LawsonScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "lawson2b_2s"
        super().__init__(**kwargs)


class Lawson4Scheduler(LawsonScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "lawson4_4s"
        super().__init__(**kwargs)


# ABNorsett Variants
class ABNorsett2MScheduler(ABNorsettScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "abnorsett_2m"
        super().__init__(**kwargs)


class ABNorsett3MScheduler(ABNorsettScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "abnorsett_3m"
        super().__init__(**kwargs)


class ABNorsett4MScheduler(ABNorsettScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "abnorsett_4m"
        super().__init__(**kwargs)


# PEC Variants
class PEC2H2SScheduler(PECScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "pec423_2h2s"
        super().__init__(**kwargs)


class PEC2H3SScheduler(PECScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "pec433_2h3s"
        super().__init__(**kwargs)


# Riemannian Flow Variants
class FlowEuclideanScheduler(RiemannianFlowScheduler):
    def __init__(self, **kwargs):
        kwargs["metric_type"] = "euclidean"
        super().__init__(**kwargs)


class FlowHyperbolicScheduler(RiemannianFlowScheduler):
    def __init__(self, **kwargs):
        kwargs["metric_type"] = "hyperbolic"
        super().__init__(**kwargs)


class FlowSphericalScheduler(RiemannianFlowScheduler):
    def __init__(self, **kwargs):
        kwargs["metric_type"] = "spherical"
        super().__init__(**kwargs)


class FlowLorentzianScheduler(RiemannianFlowScheduler):
    def __init__(self, **kwargs):
        kwargs["metric_type"] = "lorentzian"
        super().__init__(**kwargs)


# Common Sigma Variants
class SigmaSigmoidScheduler(CommonSigmaScheduler):
    def __init__(self, **kwargs):
        kwargs["profile"] = "sigmoid"
        super().__init__(**kwargs)


class SigmaSineScheduler(CommonSigmaScheduler):
    def __init__(self, **kwargs):
        kwargs["profile"] = "sine"
        super().__init__(**kwargs)


class SigmaEasingScheduler(CommonSigmaScheduler):
    def __init__(self, **kwargs):
        kwargs["profile"] = "easing"
        super().__init__(**kwargs)


class SigmaArcsineScheduler(CommonSigmaScheduler):
    def __init__(self, **kwargs):
        kwargs["profile"] = "arcsine"
        super().__init__(**kwargs)


class SigmaSmoothScheduler(CommonSigmaScheduler):
    def __init__(self, **kwargs):
        kwargs["profile"] = "smoothstep"
        super().__init__(**kwargs)

## DEIS Multistep Variants
class DEIS1MultistepScheduler(RESDEISMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["solver_order"] = 1
        super().__init__(**kwargs)

class DEIS2MultistepScheduler(RESDEISMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["solver_order"] = 2
        super().__init__(**kwargs)

class DEIS3MultistepScheduler(RESDEISMultistepScheduler):
    def __init__(self, **kwargs):
        kwargs["solver_order"] = 3
        super().__init__(**kwargs)

## Linear RK Variants
class LinearRKEulerScheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "euler"
        super().__init__(**kwargs)

class LinearRKHeunScheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "heun"
        super().__init__(**kwargs)

class LinearRK2Scheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "rk2"
        super().__init__(**kwargs)

class LinearRK3Scheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "rk3"
        super().__init__(**kwargs)

class LinearRK4Scheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "rk4"
        super().__init__(**kwargs)

class LinearRKRalsstonScheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "ralston"
        super().__init__(**kwargs)

class LinearRKMidpointScheduler(LinearRKScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "midpoint"
        super().__init__(**kwargs)

## Lobatto Variants
class Lobatto2Scheduler(LobattoScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "lobatto_iiia_2s"
        super().__init__(**kwargs)

class Lobatto3Scheduler(LobattoScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "lobatto_iiia_3s"
        super().__init__(**kwargs)

class Lobatto4Scheduler(LobattoScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "lobatto_iiia_4s"
        super().__init__(**kwargs)

## Radau IIA Variants
class RadauIIA2Scheduler(RadauIIAScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "radau_iia_2s"
        super().__init__(**kwargs)

class RadauIIA3Scheduler(RadauIIAScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "radau_iia_3s"
        super().__init__(**kwargs)

## Gauss Legendre Variants
class GaussLegendre2SScheduler(GaussLegendreScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "gauss-legendre_2s"
        super().__init__(**kwargs)

class GaussLegendre3SScheduler(GaussLegendreScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "gauss-legendre_3s"
        super().__init__(**kwargs)

class GaussLegendre4SScheduler(GaussLegendreScheduler):
    def __init__(self, **kwargs):
        kwargs["variant"] = "gauss-legendre_4s"
        super().__init__(**kwargs)