


from dataclasses import dataclass
from enum import Enum
from typing import List, Optional, Union

import numpy as np
import PIL
from PIL import Image

from ...utils import BaseOutput, is_torch_available, is_transformers_available







@dataclass
class 					lowerCAmelCase__	(    a):




     '''simple docstring'''
     __SCREAMING_SNAKE_CASE        =			{
         "sld_warmup_steps": 15,
         "sld_guidance_scale": 20,
         "sld_threshold": 0.0,
         "sld_momentum_scale": 0.0,
         "sld_mom_beta": 0.0,
     }
     __SCREAMING_SNAKE_CASE        =			{
         "sld_warmup_steps": 10,
         "sld_guidance_scale": 1000,
         "sld_threshold": 0.01,
         "sld_momentum_scale": 0.3,
         "sld_mom_beta": 0.4,
     }
     __SCREAMING_SNAKE_CASE        =			{
         "sld_warmup_steps": 7,
         "sld_guidance_scale": 2000,
         "sld_threshold": 0.025,
         "sld_momentum_scale": 0.5,
         "sld_mom_beta": 0.7,
     }
     __SCREAMING_SNAKE_CASE        =			{
         "sld_warmup_steps": 0,
         "sld_guidance_scale": 5000,
         "sld_threshold": 1.0,
         "sld_momentum_scale": 0.5,
         "sld_mom_beta": 0.7,
     }







@dataclass
class 					lowerCAmelCase__	(    a):




     '''simple docstring'''
     __SCREAMING_SNAKE_CASE        =			42
     __SCREAMING_SNAKE_CASE        =			42
     __SCREAMING_SNAKE_CASE        =			42
     __SCREAMING_SNAKE_CASE        =			42


if is_transformers_available() and is_torch_available():
    from .pipeline_stable_diffusion_safe import StableDiffusionPipelineSafe
    from .safety_checker import SafeStableDiffusionSafetyChecker




def 							_UpperCAmelCase    (UpperCamelCase__					:  list    ,							UpperCamelCase__					:  int    ,							UpperCamelCase__					:  int						):
       if right <= left:
              return
       _A				:	str       =			left
       _A				:	List[str]       =			right
       _A				:	Union[str, Any]       =			sorting[left]
       while i <= b:
              if sorting[i] < pivot:
                     _A   ,      _A				:	Union[str, Any]       =			sorting[i], sorting[a]
                     a += 1
                     i += 1
              elif sorting[i] > pivot:
                     _A   ,      _A				:	str       =			sorting[i], sorting[b]
                     b -= 1
              else:
                     i += 1
       quick_sort_apartition(UpperCamelCase__    ,							UpperCamelCase__    ,							a - 1						)
       quick_sort_apartition(UpperCamelCase__    ,							b + 1    ,							UpperCamelCase__						)
def 							_UpperCAmelCase    (UpperCamelCase__					:  list    ,							UpperCamelCase__					:  int    ,							UpperCamelCase__					:  int						):
       if left < right:
              _A				:	Tuple       =			lomuto_partition(UpperCamelCase__    ,							UpperCamelCase__    ,							UpperCamelCase__						)
              quick_sort_lomuto_partition(UpperCamelCase__    ,							UpperCamelCase__    ,							pivot_index - 1						)
              quick_sort_lomuto_partition(UpperCamelCase__    ,							pivot_index + 1    ,							UpperCamelCase__						)
def 							_UpperCAmelCase    (UpperCamelCase__					:  list    ,							UpperCamelCase__					:  int    ,							UpperCamelCase__					:  int						):
       _A				:	Tuple       =			sorting[right]
       _A				:	Tuple       =			left
       for i in range(UpperCamelCase__    ,							UpperCamelCase__						):
              if sorting[i] < pivot:
                     _A   ,      _A				:	int       =			sorting[i], sorting[store_index]
                     store_index += 1
       _A   ,      _A				:	Dict       =			sorting[store_index], sorting[right]
       return store_index
def 							_UpperCAmelCase    (UpperCamelCase__					:  list						):
       if len(UpperCamelCase__						) <= 1:
              return sorting
       return (
           three_way_radix_quicksort([i for i in sorting if i < sorting[0]]						)
           + [i for i in sorting if i == sorting[0]]
           + three_way_radix_quicksort([i for i in sorting if i > sorting[0]]						)
       )


if __name__ == "__main__":
    import doctest

    doctest.testmod(verbose=True)

    lowerCAmelCase__						=			input('Enter numbers separated by a comma:\n').strip()
    lowerCAmelCase__						=			[int(item) for item in user_input.split(',')]
    quick_sort_apartition(unsorted, 0, len(unsorted) - 1)
    print(unsorted)
