


from ..utils import (
    OptionalDependencyNotAvailable,
    is_flax_available,
    is_scipy_available,
    is_torch_available,
    is_torchsde_available,
)


try:
	if not is_torch_available():
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from ..utils.dummy_pt_objects import *  # noqa F403
else:
	from .scheduling_consistency_models import CMStochasticIterativeScheduler
	from .scheduling_ddim import DDIMScheduler
	from .scheduling_ddim_inverse import DDIMInverseScheduler
	from .scheduling_ddim_parallel import DDIMParallelScheduler
	from .scheduling_ddpm import DDPMScheduler
	from .scheduling_ddpm_parallel import DDPMParallelScheduler
	from .scheduling_deis_multistep import DEISMultistepScheduler
	from .scheduling_dpmsolver_multistep import DPMSolverMultistepScheduler
	from .scheduling_dpmsolver_multistep_inverse import DPMSolverMultistepInverseScheduler
	from .scheduling_dpmsolver_singlestep import DPMSolverSinglestepScheduler
	from .scheduling_euler_ancestral_discrete import EulerAncestralDiscreteScheduler
	from .scheduling_euler_discrete import EulerDiscreteScheduler
	from .scheduling_heun_discrete import HeunDiscreteScheduler
	from .scheduling_ipndm import IPNDMScheduler
	from .scheduling_k_dpm_2_ancestral_discrete import KDPMaAncestralDiscreteScheduler
	from .scheduling_k_dpm_2_discrete import KDPMaDiscreteScheduler
	from .scheduling_karras_ve import KarrasVeScheduler
	from .scheduling_pndm import PNDMScheduler
	from .scheduling_repaint import RePaintScheduler
	from .scheduling_sde_ve import ScoreSdeVeScheduler
	from .scheduling_sde_vp import ScoreSdeVpScheduler
	from .scheduling_unclip import UnCLIPScheduler
	from .scheduling_unipc_multistep import UniPCMultistepScheduler
	from .scheduling_utils import KarrasDiffusionSchedulers, SchedulerMixin
	from .scheduling_vq_diffusion import VQDiffusionScheduler

try:
	if not is_flax_available():
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from ..utils.dummy_flax_objects import *  # noqa F403
else:
	from .scheduling_ddim_flax import FlaxDDIMScheduler
	from .scheduling_ddpm_flax import FlaxDDPMScheduler
	from .scheduling_dpmsolver_multistep_flax import FlaxDPMSolverMultistepScheduler
	from .scheduling_karras_ve_flax import FlaxKarrasVeScheduler
	from .scheduling_lms_discrete_flax import FlaxLMSDiscreteScheduler
	from .scheduling_pndm_flax import FlaxPNDMScheduler
	from .scheduling_sde_ve_flax import FlaxScoreSdeVeScheduler
	from .scheduling_utils_flax import (
	    FlaxKarrasDiffusionSchedulers,
	    FlaxSchedulerMixin,
	    FlaxSchedulerOutput,
	    broadcast_to_shape_from_left,
	)


try:
	if not (is_torch_available() and is_scipy_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from ..utils.dummy_torch_and_scipy_objects import *  # noqa F403
else:
	from .scheduling_lms_discrete import LMSDiscreteScheduler

try:
	if not (is_torch_available() and is_torchsde_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from ..utils.dummy_torch_and_torchsde_objects import *  # noqa F403
else:
	from .scheduling_dpmsolver_sde import DPMSolverSDEScheduler









def 						_lowerCAmelCase							(     _lowerCAmelCase			)    ->						int:


						'''simple docstring'''






						assert column_title.isupper()
						__snake_case				=		0
						__snake_case				=		len(_lowerCAmelCase			) - 1
						__snake_case				=		0

						while index >= 0:
												__snake_case				=		(ord(column_title[index]			) - 64) * pow(26   ,						_lowerCAmelCase			)
												answer += value
												power += 1
												index -= 1

						return answer


if __name__ == "__main__":
	from doctest import testmod

	testmod()





