
"""simple docstring"""




import unittest

from transformers import is_flax_available
from transformers.testing_utils import require_flax, require_sentencepiece, require_tokenizers, require_torch, slow


if is_flax_available():
   import optax
   from flax.training.common_utils import onehot

   from transformers import AutoTokenizer, FlaxMTaForConditionalGeneration
   from transformers.models.ta.modeling_flax_ta import shift_tokens_right

@require_torch
@require_sentencepiece
@require_tokenizers
@require_flax
class 		a__						(      unittest.TestCase						):
   @slow
   def 			__magic_name__			(			self				):
          lowercase    :				str       		=							FlaxMTaForConditionalGeneration.from_pretrained("google/mt5-small"				)
          lowercase    :				List[str]       		=							AutoTokenizer.from_pretrained("google/mt5-small"				)

          lowercase    :				Union[str, Any]       		=							tokenizer("Hello there"	,    return_tensors="np"				).input_ids
          lowercase    :				Any       		=							tokenizer("Hi I am"	,    return_tensors="np"				).input_ids

          lowercase    :				str       		=							shift_tokens_right(_a	,    model.config.pad_token_id	,    model.config.decoder_start_token_id				)

          lowercase    :				Any       		=							model(_a	,    decoder_input_ids=_a				).logits
          lowercase    :				Optional[int]       		=							optax.softmax_cross_entropy(_a	,    onehot(_a	,    logits.shape[-1]				)				).mean()

          lowercase    :				List[Any]       		=							-(labels.shape[-1] * loss.item())

          lowercase    :				int       		=							-8_4.9_1_2_7
          self.assertTrue(abs(mtf_score - EXPECTED_SCORE				) < 1E-4				)




"""simple docstring"""




def   __magic_name__	(      __snake_case				:       list  ) ->				list:

       if len(__snake_case  ) < 2:
              return collection

       def circle_sort_util(__snake_case				:       list     , __snake_case				:       int     , __snake_case				:       int  ) -> bool:
              lowercase    :				List[Any]       		=							False

              if low == high:
                     return swapped

              lowercase    :				Union[str, Any]       		=							low
              lowercase    :				str       		=							high

              while left < right:
                     if collection[left] > collection[right]:
                            lowercase		,    lowercase    :				Optional[Any]       		=							(
                                collection[right],
                                collection[left],
                            )
                            lowercase    :				Tuple       		=							True

                     left += 1
                     right -= 1

              if left == right and collection[left] > collection[right + 1]:
                     lowercase		,    lowercase    :				str       		=							(
                         collection[right + 1],
                         collection[left],
                     )

                     lowercase    :				Union[str, Any]       		=							True

              lowercase    :				Any       		=							low + int((high - low) / 2  )
              lowercase    :				Tuple       		=							circle_sort_util(__snake_case     , __snake_case     , __snake_case  )
              lowercase    :				List[Any]       		=							circle_sort_util(__snake_case     , mid + 1     , __snake_case  )

              return swapped or left_swap or right_swap

       lowercase    :				int       		=							True

       while is_not_sorted is True:
              lowercase    :				int       		=							circle_sort_util(__snake_case     , 0     , len(__snake_case  ) - 1  )

       return collection


if __name__ == "__main__":
   _A			:       str   		=       input("""Enter numbers separated by a comma:\n""").strip()
   _A			:       Dict   		=       [int(item) for item in user_input.split(""",""")]
   print(circle_sort(unsorted))


