
from __future__ import annotations

import unittest

from transformers import is_tf_available
from transformers.testing_utils import require_sentencepiece, require_tf, require_tokenizers, slow


if is_tf_available():
   import tensorflow as tf

   from transformers import AutoTokenizer, TFAutoModelForSeqaSeqLM







@require_tf
@require_sentencepiece
@require_tokenizers
class   lowerCamelCase	(						unittest.TestCase						):





      @slow
      def 	UpperCAmelCase(self   :					int     )		->		Any:
          snake_case				  =      TFAutoModelForSeqaSeqLM.from_pretrained("google/mt5-small"     )
          snake_case				  =      AutoTokenizer.from_pretrained("google/mt5-small"     )

          snake_case				  =      tokenizer("Hello there"       ,					return_tensors="tf"     ).input_ids
          snake_case				  =      tokenizer("Hi I am"       ,					return_tensors="tf"     ).input_ids

          snake_case				  =      model(_A       ,					labels=_A     ).loss
          snake_case				  =      -tf.math.reduce_mean(_A     ).numpy()

          snake_case				  =      -21.22_81_68
          self.assertTrue(abs(mtf_score - EXPECTED_SCORE     ) < 2E-4     )



_A						      =				0  # The first color of the flag.
_A						      =				1  # The second color of the flag.
_A						      =				2  # The third color of the flag.
_A						      =				(red, white, blue)



def 		lowercase_    (     A__	)							->							list:
    """simple docstring"""

    if not sequence:
        return []
    if len(A__	) == 1:
        return list(A__	)
    snake_case				  =      0
    snake_case				  =      len(A__	) - 1
    snake_case				  =      0
    while mid <= high:
        if sequence[mid] == colors[0]:
            snake_case  ,							snake_case				  =      sequence[mid], sequence[low]
            low += 1
            mid += 1
        elif sequence[mid] == colors[1]:
            mid += 1
        elif sequence[mid] == colors[2]:
            snake_case  ,							snake_case				  =      sequence[high], sequence[mid]
            high -= 1
        else:
            snake_case				  =      F'The elements inside the sequence must contains only {colors} values'
            raise ValueError(A__	)
    return sequence


if __name__ == "__main__":
   import doctest

   doctest.testmod()

   _A						      =				input("Enter numbers separated by commas:\n").strip()
   _A						      =				[int(item.strip()) for item in user_input.split(",")]
   print(f"{dutch_national_flag_sort(unsorted)}")

