


from ..utils import (
    OptionalDependencyNotAvailable,
    is_flax_available,
    is_invisible_watermark_available,
    is_k_diffusion_available,
    is_librosa_available,
    is_note_seq_available,
    is_onnx_available,
    is_torch_available,
    is_transformers_available,
)


try:
 if not is_torch_available():
  raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
 from ..utils.dummy_pt_objects import *  # noqa F403
else:
 from .consistency_models import ConsistencyModelPipeline
 from .dance_diffusion import DanceDiffusionPipeline
 from .ddim import DDIMPipeline
 from .ddpm import DDPMPipeline
 from .dit import DiTPipeline
 from .latent_diffusion import LDMSuperResolutionPipeline
 from .latent_diffusion_uncond import LDMPipeline
 from .pipeline_utils import AudioPipelineOutput, DiffusionPipeline, ImagePipelineOutput
 from .pndm import PNDMPipeline
 from .repaint import RePaintPipeline
 from .score_sde_ve import ScoreSdeVePipeline
 from .stochastic_karras_ve import KarrasVePipeline

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 .audio_diffusion import AudioDiffusionPipeline, Mel

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 .alt_diffusion import AltDiffusionImgaImgPipeline, AltDiffusionPipeline
 from .audioldm import AudioLDMPipeline
 from .controlnet import (
     StableDiffusionControlNetImgaImgPipeline,
     StableDiffusionControlNetInpaintPipeline,
     StableDiffusionControlNetPipeline,
 )
 from .deepfloyd_if import (
     IFImgaImgPipeline,
     IFImgaImgSuperResolutionPipeline,
     IFInpaintingPipeline,
     IFInpaintingSuperResolutionPipeline,
     IFPipeline,
     IFSuperResolutionPipeline,
 )
 from .kandinsky import (
     KandinskyImgaImgPipeline,
     KandinskyInpaintPipeline,
     KandinskyPipeline,
     KandinskyPriorPipeline,
 )
 from .kandinskya_a import (
     KandinskyVaaControlnetImgaImgPipeline,
     KandinskyVaaControlnetPipeline,
     KandinskyVaaImgaImgPipeline,
     KandinskyVaaInpaintPipeline,
     KandinskyVaaPipeline,
     KandinskyVaaPriorEmbaEmbPipeline,
     KandinskyVaaPriorPipeline,
 )
 from .latent_diffusion import LDMTextToImagePipeline
 from .paint_by_example import PaintByExamplePipeline
 from .semantic_stable_diffusion import SemanticStableDiffusionPipeline
 from .shap_e import ShapEImgaImgPipeline, ShapEPipeline
 from .stable_diffusion import (
     CycleDiffusionPipeline,
     StableDiffusionAttendAndExcitePipeline,
     StableDiffusionDepthaImgPipeline,
     StableDiffusionDiffEditPipeline,
     StableDiffusionImageVariationPipeline,
     StableDiffusionImgaImgPipeline,
     StableDiffusionInpaintPipeline,
     StableDiffusionInpaintPipelineLegacy,
     StableDiffusionInstructPixaPixPipeline,
     StableDiffusionLatentUpscalePipeline,
     StableDiffusionLDMaDPipeline,
     StableDiffusionModelEditingPipeline,
     StableDiffusionPanoramaPipeline,
     StableDiffusionParadigmsPipeline,
     StableDiffusionPipeline,
     StableDiffusionPixaPixZeroPipeline,
     StableDiffusionSAGPipeline,
     StableDiffusionUpscalePipeline,
     StableUnCLIPImgaImgPipeline,
     StableUnCLIPPipeline,
 )
 from .stable_diffusion_safe import StableDiffusionPipelineSafe
 from .text_to_video_synthesis import TextToVideoSDPipeline, TextToVideoZeroPipeline, VideoToVideoSDPipeline
 from .unclip import UnCLIPImageVariationPipeline, UnCLIPPipeline
 from .unidiffuser import ImageTextPipelineOutput, UniDiffuserModel, UniDiffuserPipeline, UniDiffuserTextDecoder
 from .versatile_diffusion import (
     VersatileDiffusionDualGuidedPipeline,
     VersatileDiffusionImageVariationPipeline,
     VersatileDiffusionPipeline,
     VersatileDiffusionTextToImagePipeline,
 )
 from .vq_diffusion import 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 .stable_diffusion_xl import StableDiffusionXLImgaImgPipeline, StableDiffusionXLPipeline

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

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 .stable_diffusion import (
     OnnxStableDiffusionImgaImgPipeline,
     OnnxStableDiffusionInpaintPipeline,
     OnnxStableDiffusionInpaintPipelineLegacy,
     OnnxStableDiffusionPipeline,
     OnnxStableDiffusionUpscalePipeline,
     StableDiffusionOnnxPipeline,
 )

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 .stable_diffusion import StableDiffusionKDiffusionPipeline

try:
 if not is_flax_available():
  raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
 from ..utils.dummy_flax_objects import *  # noqa F403
else:
 from .pipeline_flax_utils import FlaxDiffusionPipeline


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 .controlnet import FlaxStableDiffusionControlNetPipeline
 from .stable_diffusion import (
     FlaxStableDiffusionImgaImgPipeline,
     FlaxStableDiffusionInpaintPipeline,
     FlaxStableDiffusionPipeline,
 )
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 .spectrogram_diffusion import MidiProcessor, SpectrogramDiffusionPipeline






from collections.abc import Callable

lowerCamelCase		      = Callable[[float], float]  # type alias for a real -> real function




def 			a_   (					SCREAMING_SNAKE_CASE__      :   RealFunc	,    SCREAMING_SNAKE_CASE__      :   RealFunc	,    SCREAMING_SNAKE_CASE__      :   int	,    ):
       '''simple docstring'''





       _lowerCamelCase :	Tuple						=float(SCREAMING_SNAKE_CASE__  )
       while True:
              try:
                     _lowerCamelCase :	int						=prev_guess - function(SCREAMING_SNAKE_CASE__  ) / derivative(SCREAMING_SNAKE_CASE__  )
              except ZeroDivisionError:
                     raise ZeroDivisionError('Could not find root'  ) from None
              if abs(prev_guess - next_guess  ) < 10**-5:
                     return next_guess
              _lowerCamelCase :	Union[str, Any]						=next_guess




def 			a_   (					SCREAMING_SNAKE_CASE__      :   float  ):
       '''simple docstring'''





       return (x**3) - (2 * x) - 5




def 			a_   (					SCREAMING_SNAKE_CASE__      :   float  ):
       '''simple docstring'''





       return 3 * (x**2) - 2


if __name__ == "__main__":
 print(newton(f, fa, 3))


