




from __future__ import annotations

def 					A				(				_SCREAMING_SNAKE_CASE   )     ->			list[int]:
       if not list_of_ints:
              return []

       if min(_SCREAMING_SNAKE_CASE   ) < 0:
              raise ValueError("All numbers must be positive"   )

       lowerCamelCase       :				Optional[Any]      			= max(len(bin(_SCREAMING_SNAKE_CASE   )[2:]   ) for x in list_of_ints   )
       return _msd_radix_sort(_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE   )

def 					A				(				_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE   )     ->			list[int]:
       if bit_position == 0 or len(_SCREAMING_SNAKE_CASE   ) in [0, 1]:
              return list_of_ints

       lowerCamelCase       :				int      			= []
       lowerCamelCase       :				List[Any]      			= []
       # Split numbers based on bit at bit_position from the right
       for number in list_of_ints:
              if (number >> (bit_position - 1)) & 1:
                     # number has a one at bit bit_position
                     ones.append(_SCREAMING_SNAKE_CASE   )
              else:
                     # number has a zero at bit bit_position
                     zeros.append(_SCREAMING_SNAKE_CASE   )

    # recursively split both lists further
       lowerCamelCase       :				List[Any]      			= _msd_radix_sort(_SCREAMING_SNAKE_CASE			,bit_position - 1   )
       lowerCamelCase       :				Dict      			= _msd_radix_sort(_SCREAMING_SNAKE_CASE			,bit_position - 1   )

       # recombine lists
       lowerCamelCase       :				Dict      			= zeros
       res.extend(_SCREAMING_SNAKE_CASE   )

       return res

def 					A				(				_SCREAMING_SNAKE_CASE   )     ->			Tuple:
       lowerCamelCase       :				Any      			= len(_SCREAMING_SNAKE_CASE   )
       if not list_of_ints or length == 1:
              return

       if min(_SCREAMING_SNAKE_CASE   ) < 0:
              raise ValueError("All numbers must be positive"   )

       lowerCamelCase       :				Optional[int]      			= max(len(bin(_SCREAMING_SNAKE_CASE   )[2:]   ) for x in list_of_ints   )
       _msd_radix_sort_inplace(_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,0			,_SCREAMING_SNAKE_CASE   )

def 					A				(				_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE   )     ->			Union[str, Any]:
       if bit_position == 0 or end_index - begin_index <= 1:
              return

       bit_position -= 1

       lowerCamelCase       :				Union[str, Any]      			= begin_index
       lowerCamelCase       :				int      			= end_index - 1
       while i <= j:
              lowerCamelCase       :				Dict      			= False
              if not (list_of_ints[i] >> bit_position) & 1:
                     # found zero at the beginning
                     i += 1
                     lowerCamelCase       :				Optional[int]      			= True
              if (list_of_ints[j] >> bit_position) & 1:
                     # found one at the end
                     j -= 1
                     lowerCamelCase       :				Optional[int]      			= True

              if changed:
                     continue

              lowerCamelCase       :				Dict      			= list_of_ints[j], list_of_ints[i]
              j -= 1
              if j != i:
                     i += 1

       _msd_radix_sort_inplace(_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE   )
       _msd_radix_sort_inplace(_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE			,_SCREAMING_SNAKE_CASE   )


if __name__ == "__main__":
     import doctest

     doctest.testmod()












from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available, is_vision_available


SCREAMING_SNAKE_CASE__	:				Dict  =       {
    'configuration_oneformer': ['ONEFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP', 'OneFormerConfig'],
    'processing_oneformer': ['OneFormerProcessor'],
}

try:
       if not is_vision_available():
              raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
       pass
else:
       SCREAMING_SNAKE_CASE__	:				Optional[Any]  =       ['OneFormerImageProcessor']

try:
       if not is_torch_available():
              raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
       pass
else:
       SCREAMING_SNAKE_CASE__	:				Optional[int]  =       [
           'ONEFORMER_PRETRAINED_MODEL_ARCHIVE_LIST',
           'OneFormerForUniversalSegmentation',
           'OneFormerModel',
           'OneFormerPreTrainedModel',
       ]

if TYPE_CHECKING:
       from .configuration_oneformer import ONEFORMER_PRETRAINED_CONFIG_ARCHIVE_MAP, OneFormerConfig
       from .processing_oneformer import OneFormerProcessor

       try:
              if not is_vision_available():
                     raise OptionalDependencyNotAvailable()
       except OptionalDependencyNotAvailable:
              pass
       else:
              from .image_processing_oneformer import OneFormerImageProcessor
       try:
              if not is_torch_available():
                     raise OptionalDependencyNotAvailable()
       except OptionalDependencyNotAvailable:
              pass
       else:
              from .modeling_oneformer import (
                  ONEFORMER_PRETRAINED_MODEL_ARCHIVE_LIST,
                  OneFormerForUniversalSegmentation,
                  OneFormerModel,
                  OneFormerPreTrainedModel,
              )


else:
       import sys

       SCREAMING_SNAKE_CASE__	:				str  =       _LazyModule(__name__, globals()['__file__'], _import_structure)






