
'''simple docstring'''

import unittest

from transformers.models.xlm_prophetnet.tokenization_xlm_prophetnet import SPIECE_UNDERLINE, XLMProphetNetTokenizer
from transformers.testing_utils import get_tests_dir, require_sentencepiece, slow
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin


snake_case									=    get_tests_dir("""fixtures/test_sentencepiece.model""")




@require_sentencepiece
class    lowerCAmelCase       (     UpperCamelCase_    ,  unittest.TestCase  ):
 A_				:				Dict	=			XLMProphetNetTokenizer
 A_				:				List[str]	=			False
 A_				:				Optional[Any]	=			True


 def    _A	(    self  : Tuple    ):
  '''simple docstring'''

  super().setUp()

  # We have a SentencePiece fixture for testing
  lowerCAmelCase__     :   Optional[int]     		=	XLMProphetNetTokenizer(a__			,							keep_accents=a__    )
  tokenizer.save_pretrained(self.tmpdirname    )


 def    _A	(    self  : str    ):
  '''simple docstring'''

  lowerCAmelCase__     :   Tuple     		=	"[PAD]"
  lowerCAmelCase__     :   Any     		=	0

  self.assertEqual(self.get_tokenizer()._convert_token_to_id(a__    )			,							a__    )
  self.assertEqual(self.get_tokenizer()._convert_id_to_token(a__    )			,							a__    )


 def    _A	(    self  : List[Any]    ):
  '''simple docstring'''

  lowerCAmelCase__     :   List[str]     		=	list(self.get_tokenizer().get_vocab().keys()    )

  self.assertEqual(vocab_keys[0]			,							"[PAD]"    )
  self.assertEqual(vocab_keys[1]			,							"[CLS]"    )
  self.assertEqual(vocab_keys[-1]			,							"j"    )
  self.assertEqual(len(a__    )			,							1012    )


 def    _A	(    self  : Optional[int]    ):
  '''simple docstring'''

  self.assertEqual(self.get_tokenizer().vocab_size			,							1012    )


 def    _A	(    self  : Tuple    ):
  '''simple docstring'''

  lowerCAmelCase__     :   str     		=	XLMProphetNetTokenizer(a__			,							keep_accents=a__    )

  lowerCAmelCase__     :   Dict     		=	tokenizer.tokenize("This is a test"    )
  self.assertListEqual(a__			,							["▁This", "▁is", "▁a", "▁t", "est"]    )

  self.assertListEqual(
      tokenizer.convert_tokens_to_ids(a__    )			,							[value + tokenizer.fairseq_offset for value in [285, 46, 10, 170, 382]]			,							)

  lowerCAmelCase__     :   Dict     		=	tokenizer.tokenize("I was born in 92000, and this is falsé."    )
  self.assertListEqual(
      a__			,							[
          SPIECE_UNDERLINE + "I",
          SPIECE_UNDERLINE + "was",
          SPIECE_UNDERLINE + "b",
          "or",
          "n",
          SPIECE_UNDERLINE + "in",
          SPIECE_UNDERLINE + "",
          "9",
          "2",
          "0",
          "0",
          "0",
          ",",
          SPIECE_UNDERLINE + "and",
          SPIECE_UNDERLINE + "this",
          SPIECE_UNDERLINE + "is",
          SPIECE_UNDERLINE + "f",
          "al",
          "s",
          "é",
          ".",
      ]			,							)
  lowerCAmelCase__     :   Tuple     		=	tokenizer.convert_tokens_to_ids(a__    )
  self.assertListEqual(
      a__			,							[
          value + tokenizer.fairseq_offset
          for value in [8, 21, 84, 55, 24, 19, 7, -9, 602, 347, 347, 347, 3, 12, 66, 46, 72, 80, 6, -9, 4]
      ]			,							)

  lowerCAmelCase__     :   List[str]     		=	tokenizer.convert_ids_to_tokens(a__    )
  self.assertListEqual(
      a__			,							[
          SPIECE_UNDERLINE + "I",
          SPIECE_UNDERLINE + "was",
          SPIECE_UNDERLINE + "b",
          "or",
          "n",
          SPIECE_UNDERLINE + "in",
          SPIECE_UNDERLINE + "",
          "[UNK]",
          "2",
          "0",
          "0",
          "0",
          ",",
          SPIECE_UNDERLINE + "and",
          SPIECE_UNDERLINE + "this",
          SPIECE_UNDERLINE + "is",
          SPIECE_UNDERLINE + "f",
          "al",
          "s",
          "[UNK]",
          ".",
      ]			,							)


 @cached_property
 def    _A	(    self  : str    ):
  '''simple docstring'''

  return XLMProphetNetTokenizer.from_pretrained("microsoft/xprophetnet-large-wiki100-cased"    )


 @slow
 def    _A	(    self  : Union[str, Any]    ):
  '''simple docstring'''

  lowerCAmelCase__     :   str     		=	"Hello World!"
  lowerCAmelCase__     :   List[str]     		=	[3_5389, 6672, 49, 2]
  self.assertListEqual(a__			,							self.big_tokenizer.encode(a__    )    )


 @slow
 def    _A	(    self  : List[str]    ):
  '''simple docstring'''

  lowerCAmelCase__     :   List[Any]     		=	{"input_ids": [[1_1073, 8_2783, 18, 26, 8_2783, 549, 5_1540, 248, 1_7209, 1301, 217, 20, 21_5186, 1325, 147, 1_7209, 1301, 217, 20, 5_6370, 53, 12_2020, 20, 1_6477, 27, 8_7355, 4548, 20, 4728, 7_8392, 17, 15_9969, 18, 26, 2_4491, 629, 15, 538, 2_2704, 5439, 15, 2788, 2_4491, 9885, 15, 4_3534, 605, 15, 814, 1_8403, 3_3200, 29, 15, 4_3534, 2_4458, 1_2410, 111, 2_4966, 8_3669, 9637, 14_4068, 26, 850, 2_2346, 27, 147, 2_4966, 8_3669, 8_3490, 26, 3_9113, 735, 27, 689, 656, 2800, 1339, 4600, 53, 12_2020, 11_5785, 34, 816, 1339, 4_6887, 18, 147, 5_3905, 1951, 4_2238, 4_1170, 1_7732, 834, 436, 15, 2_7523, 9_8733, 217, 147, 5542, 4981, 930, 1_7347, 16, 2], [2_0091, 629, 94, 8_2786, 58, 490, 20, 1528, 84, 5_3905, 344, 8_0592, 11_0128, 1_8822, 5267, 1306, 62, 15_2537, 308, 7997, 401, 12_4427, 549, 3_5442, 225, 109, 1_5055, 2_5748, 147, 7119, 4_3712, 34, 767, 13_5366, 18, 16, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [592, 6_3784, 11_9466, 17, 14_7808, 8_8214, 18, 656, 81, 32, 3296, 1_0280, 16, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "attention_mask": [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
  # fmt: on

  self.tokenizer_integration_test_util(
      expected_encoding=a__			,							model_name="microsoft/xprophetnet-large-wiki100-cased"			,							revision="1acad1643ddd54a44df6a1b797ada8373685d90e"			,							)







'''simple docstring'''

def        UpperCAmelCase_ (  lowerCamelCase_			):







 """simple docstring"""


 lowerCAmelCase__     :   str     		=	len(lowerCamelCase_			)
 lowerCAmelCase__     :   Optional[Any]     		=	len(matrix[0]			)
 lowerCAmelCase__     :   Any     		=	min(lowerCamelCase_      ,			lowerCamelCase_			)

 for row in range(lowerCamelCase_			):
  # Check if diagonal element is not zero
  if matrix[row][row] != 0:
   # Eliminate all the elements below the diagonal
   for col in range(row + 1      ,			lowerCamelCase_			):
    lowerCAmelCase__     :   Tuple     		=	matrix[col][row] / matrix[row][row]
    for i in range(lowerCamelCase_      ,			lowerCamelCase_			):
     matrix[col][i] -= multiplier * matrix[row][i]
  else:
   # Find a non-zero diagonal element to swap rows
   lowerCAmelCase__     :   Dict     		=	True
   for i in range(row + 1      ,			lowerCamelCase_			):
    if matrix[i][row] != 0:
     lowerCAmelCase__		,     lowerCAmelCase__     :   Optional[Any]     		=	matrix[i], matrix[row]
     lowerCAmelCase__     :   Optional[Any]     		=	False
     break
   if reduce:
    rank -= 1
    for i in range(lowerCamelCase_			):
     lowerCAmelCase__     :   Union[str, Any]     		=	matrix[i][rank]

            # Reduce the row pointer by one to stay on the same row
   row -= 1

 return rank


if __name__ == "__main__":
     import doctest

     doctest.testmod()





