


A							:					Union[str, Any]     						=     '0.18.2'

from .configuration_utils import ConfigMixin
from .utils import (
    OptionalDependencyNotAvailable,
    is_flax_available,
    is_inflect_available,
    is_invisible_watermark_available,
    is_k_diffusion_available,
    is_k_diffusion_version,
    is_librosa_available,
    is_note_seq_available,
    is_onnx_available,
    is_scipy_available,
    is_torch_available,
    is_torchsde_available,
    is_transformers_available,
    is_transformers_version,
    is_unidecode_available,
    logging,
)


try:
	if not is_onnx_available():
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_onnx_objects import *  # noqa F403
else:
	from .pipelines import OnnxRuntimeModel

try:
	if not is_torch_available():
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_pt_objects import *  # noqa F403
else:
	from .models import (
	    AutoencoderKL,
	    ControlNetModel,
	    ModelMixin,
	    PriorTransformer,
	    TaFilmDecoder,
	    TransformeraDModel,
	    UNetaDModel,
	    UNetaDConditionModel,
	    UNetaDModel,
	    UNetaDConditionModel,
	    VQModel,
	)
	from .optimization import (
	    get_constant_schedule,
	    get_constant_schedule_with_warmup,
	    get_cosine_schedule_with_warmup,
	    get_cosine_with_hard_restarts_schedule_with_warmup,
	    get_linear_schedule_with_warmup,
	    get_polynomial_decay_schedule_with_warmup,
	    get_scheduler,
	)
	from .pipelines import (
	    AudioPipelineOutput,
	    ConsistencyModelPipeline,
	    DanceDiffusionPipeline,
	    DDIMPipeline,
	    DDPMPipeline,
	    DiffusionPipeline,
	    DiTPipeline,
	    ImagePipelineOutput,
	    KarrasVePipeline,
	    LDMPipeline,
	    LDMSuperResolutionPipeline,
	    PNDMPipeline,
	    RePaintPipeline,
	    ScoreSdeVePipeline,
	)
	from .schedulers import (
	    CMStochasticIterativeScheduler,
	    DDIMInverseScheduler,
	    DDIMParallelScheduler,
	    DDIMScheduler,
	    DDPMParallelScheduler,
	    DDPMScheduler,
	    DEISMultistepScheduler,
	    DPMSolverMultistepInverseScheduler,
	    DPMSolverMultistepScheduler,
	    DPMSolverSinglestepScheduler,
	    EulerAncestralDiscreteScheduler,
	    EulerDiscreteScheduler,
	    HeunDiscreteScheduler,
	    IPNDMScheduler,
	    KarrasVeScheduler,
	    KDPMaAncestralDiscreteScheduler,
	    KDPMaDiscreteScheduler,
	    PNDMScheduler,
	    RePaintScheduler,
	    SchedulerMixin,
	    ScoreSdeVeScheduler,
	    UnCLIPScheduler,
	    UniPCMultistepScheduler,
	    VQDiffusionScheduler,
	)
	from .training_utils import EMAModel

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 .schedulers 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 .schedulers import DPMSolverSDEScheduler

try:
	if not (is_torch_available() and is_transformers_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_torch_and_transformers_objects import *  # noqa F403
else:
	from .pipelines import (
	    AltDiffusionImgaImgPipeline,
	    AltDiffusionPipeline,
	    AudioLDMPipeline,
	    CycleDiffusionPipeline,
	    IFImgaImgPipeline,
	    IFImgaImgSuperResolutionPipeline,
	    IFInpaintingPipeline,
	    IFInpaintingSuperResolutionPipeline,
	    IFPipeline,
	    IFSuperResolutionPipeline,
	    ImageTextPipelineOutput,
	    KandinskyImgaImgPipeline,
	    KandinskyInpaintPipeline,
	    KandinskyPipeline,
	    KandinskyPriorPipeline,
	    KandinskyVaaControlnetImgaImgPipeline,
	    KandinskyVaaControlnetPipeline,
	    KandinskyVaaImgaImgPipeline,
	    KandinskyVaaInpaintPipeline,
	    KandinskyVaaPipeline,
	    KandinskyVaaPriorEmbaEmbPipeline,
	    KandinskyVaaPriorPipeline,
	    LDMTextToImagePipeline,
	    PaintByExamplePipeline,
	    SemanticStableDiffusionPipeline,
	    ShapEImgaImgPipeline,
	    ShapEPipeline,
	    StableDiffusionAttendAndExcitePipeline,
	    StableDiffusionControlNetImgaImgPipeline,
	    StableDiffusionControlNetInpaintPipeline,
	    StableDiffusionControlNetPipeline,
	    StableDiffusionDepthaImgPipeline,
	    StableDiffusionDiffEditPipeline,
	    StableDiffusionImageVariationPipeline,
	    StableDiffusionImgaImgPipeline,
	    StableDiffusionInpaintPipeline,
	    StableDiffusionInpaintPipelineLegacy,
	    StableDiffusionInstructPixaPixPipeline,
	    StableDiffusionLatentUpscalePipeline,
	    StableDiffusionLDMaDPipeline,
	    StableDiffusionModelEditingPipeline,
	    StableDiffusionPanoramaPipeline,
	    StableDiffusionParadigmsPipeline,
	    StableDiffusionPipeline,
	    StableDiffusionPipelineSafe,
	    StableDiffusionPixaPixZeroPipeline,
	    StableDiffusionSAGPipeline,
	    StableDiffusionUpscalePipeline,
	    StableUnCLIPImgaImgPipeline,
	    StableUnCLIPPipeline,
	    TextToVideoSDPipeline,
	    TextToVideoZeroPipeline,
	    UnCLIPImageVariationPipeline,
	    UnCLIPPipeline,
	    UniDiffuserModel,
	    UniDiffuserPipeline,
	    UniDiffuserTextDecoder,
	    VersatileDiffusionDualGuidedPipeline,
	    VersatileDiffusionImageVariationPipeline,
	    VersatileDiffusionPipeline,
	    VersatileDiffusionTextToImagePipeline,
	    VideoToVideoSDPipeline,
	    VQDiffusionPipeline,
	)

try:
	if not (is_torch_available() and is_transformers_available() and is_invisible_watermark_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_torch_and_transformers_and_invisible_watermark_objects import *  # noqa F403
else:
	from .pipelines import StableDiffusionXLImgaImgPipeline, StableDiffusionXLPipeline

try:
	if not (is_torch_available() and is_transformers_available() and is_k_diffusion_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_torch_and_transformers_and_k_diffusion_objects import *  # noqa F403
else:
	from .pipelines import StableDiffusionKDiffusionPipeline

try:
	if not (is_torch_available() and is_transformers_available() and is_onnx_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_torch_and_transformers_and_onnx_objects import *  # noqa F403
else:
	from .pipelines import (
	    OnnxStableDiffusionImgaImgPipeline,
	    OnnxStableDiffusionInpaintPipeline,
	    OnnxStableDiffusionInpaintPipelineLegacy,
	    OnnxStableDiffusionPipeline,
	    OnnxStableDiffusionUpscalePipeline,
	    StableDiffusionOnnxPipeline,
	)

try:
	if not (is_torch_available() and is_librosa_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_torch_and_librosa_objects import *  # noqa F403
else:
	from .pipelines import AudioDiffusionPipeline, Mel

try:
	if not (is_transformers_available() and is_torch_available() and is_note_seq_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_transformers_and_torch_and_note_seq_objects import *  # noqa F403
else:
	from .pipelines import SpectrogramDiffusionPipeline

try:
	if not is_flax_available():
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_flax_objects import *  # noqa F403
else:
	from .models.controlnet_flax import FlaxControlNetModel
	from .models.modeling_flax_utils import FlaxModelMixin
	from .models.unet_ad_condition_flax import FlaxUNetaDConditionModel
	from .models.vae_flax import FlaxAutoencoderKL
	from .pipelines import FlaxDiffusionPipeline
	from .schedulers import (
	    FlaxDDIMScheduler,
	    FlaxDDPMScheduler,
	    FlaxDPMSolverMultistepScheduler,
	    FlaxKarrasVeScheduler,
	    FlaxLMSDiscreteScheduler,
	    FlaxPNDMScheduler,
	    FlaxSchedulerMixin,
	    FlaxScoreSdeVeScheduler,
	)


try:
	if not (is_flax_available() and is_transformers_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_flax_and_transformers_objects import *  # noqa F403
else:
	from .pipelines import (
	    FlaxStableDiffusionControlNetPipeline,
	    FlaxStableDiffusionImgaImgPipeline,
	    FlaxStableDiffusionInpaintPipeline,
	    FlaxStableDiffusionPipeline,
	)

try:
	if not (is_note_seq_available()):
		raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
	from .utils.dummy_note_seq_objects import *  # noqa F403
else:
	from .pipelines import MidiProcessor









from __future__ import annotations

from collections.abc import Iterator






class     UpperCamelCase:


					def __init__(						self	:		Union[str, Any]     ,    SCREAMING_SNAKE_CASE	:		int						)			->	None:




											'''simple docstring'''

											__snake_case				=		value
											__snake_case				=		None
											__snake_case				=		None






class     UpperCamelCase:


					def __init__(						self	:		int     ,    SCREAMING_SNAKE_CASE	:		Node						)			->	None:




											'''simple docstring'''

											__snake_case				=		tree


					def 							SCREAMING_SNAKE_CASE_  (						self	:		List[str]     ,    SCREAMING_SNAKE_CASE	:		Node | None						)			->	int:




											'''simple docstring'''

											if node is None:
																	return 0
											return node.value + (
											    self.depth_first_search(node.left						) + self.depth_first_search(node.right						)
											)






					def __iter__(						self	:		int						)			->	Iterator[int]:




											'''simple docstring'''

											yield self.depth_first_search(self.tree						)


if __name__ == "__main__":
	import doctest

	doctest.testmod()





