
"""simple docstring"""







import os
import unittest

from transformers import RealmTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.realm.tokenization_realm import RealmTokenizer
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english






@require_tokenizers
class      __a      (       lowerCAmelCase_					,						unittest.TestCase      ):
       _lowerCamelCase				:				int   			=      RealmTokenizer
       _lowerCamelCase				:				Any   			=      RealmTokenizerFast
       _lowerCamelCase				:				List[Any]   			=      True
       _lowerCamelCase				:				Optional[int]   			=      True
       _lowerCamelCase				:				Dict   			=      filter_non_english







       def  _snake_case      (       self		):



          '''simple docstring'''

          super().setUp()

          _UpperCAmelCase 						=       [
              "[UNK]",
              "[CLS]",
              "[SEP]",
              "[PAD]",
              "[MASK]",
              "want",
              "##want",
              "##ed",
              "wa",
              "un",
              "runn",
              "##ing",
              ",",
              "low",
              "lowest",
          ]
          _UpperCAmelCase 						=       os.path.join(self.tmpdirname				,VOCAB_FILES_NAMES["vocab_file"]		)
          with open(self.vocab_file				,"w"				,encoding="utf-8"		) as vocab_writer:
             vocab_writer.write("".join([x + "\n" for x in vocab_tokens]		)		)







       def  _snake_case      (       self				,lowerCamelCase_		):



          '''simple docstring'''

          _UpperCAmelCase 						=       "UNwant\u00E9d,running"
          _UpperCAmelCase 						=       "unwanted, running"
          return input_text, output_text







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       self.tokenizer_class(self.vocab_file		)

          _UpperCAmelCase 						=       tokenizer.tokenize("UNwant\u00E9d,running"		)
          self.assertListEqual(lowerCamelCase_				,["un", "##want", "##ed", ",", "runn", "##ing"]		)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCamelCase_		)				,[9, 6, 7, 12, 10, 11]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          if not self.test_rust_tokenizer:
             return

          _UpperCAmelCase 						=       self.get_tokenizer()
          _UpperCAmelCase 						=       self.get_rust_tokenizer()

          _UpperCAmelCase 						=       "UNwant\u00E9d,running"

          _UpperCAmelCase 						=       tokenizer.tokenize(lowerCamelCase_		)
          _UpperCAmelCase 						=       rust_tokenizer.tokenize(lowerCamelCase_		)
          self.assertListEqual(lowerCamelCase_				,lowerCamelCase_		)

          _UpperCAmelCase 						=       tokenizer.encode(lowerCamelCase_				,add_special_tokens=lowerCamelCase_		)
          _UpperCAmelCase 						=       rust_tokenizer.encode(lowerCamelCase_				,add_special_tokens=lowerCamelCase_		)
          self.assertListEqual(lowerCamelCase_				,lowerCamelCase_		)

          _UpperCAmelCase 						=       self.get_rust_tokenizer()
          _UpperCAmelCase 						=       tokenizer.encode(lowerCamelCase_		)
          _UpperCAmelCase 						=       rust_tokenizer.encode(lowerCamelCase_		)
          self.assertListEqual(lowerCamelCase_				,lowerCamelCase_		)

          # With lower casing
          _UpperCAmelCase 						=       self.get_tokenizer(do_lower_case=lowerCamelCase_		)
          _UpperCAmelCase 						=       self.get_rust_tokenizer(do_lower_case=lowerCamelCase_		)

          _UpperCAmelCase 						=       "UNwant\u00E9d,running"

          _UpperCAmelCase 						=       tokenizer.tokenize(lowerCamelCase_		)
          _UpperCAmelCase 						=       rust_tokenizer.tokenize(lowerCamelCase_		)
          self.assertListEqual(lowerCamelCase_				,lowerCamelCase_		)

          _UpperCAmelCase 						=       tokenizer.encode(lowerCamelCase_				,add_special_tokens=lowerCamelCase_		)
          _UpperCAmelCase 						=       rust_tokenizer.encode(lowerCamelCase_				,add_special_tokens=lowerCamelCase_		)
          self.assertListEqual(lowerCamelCase_				,lowerCamelCase_		)

          _UpperCAmelCase 						=       self.get_rust_tokenizer()
          _UpperCAmelCase 						=       tokenizer.encode(lowerCamelCase_		)
          _UpperCAmelCase 						=       rust_tokenizer.encode(lowerCamelCase_		)
          self.assertListEqual(lowerCamelCase_				,lowerCamelCase_		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer()

          self.assertListEqual(tokenizer.tokenize("ah\u535A\u63A8zz"		)				,["ah", "\u535A", "\u63A8", "zz"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHeLLo!how  \n Are yoU?  "		)				,["hello", "!", "how", "are", "you", "?"]		)
          self.assertListEqual(tokenizer.tokenize("H\u00E9llo"		)				,["hello"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_				,strip_accents=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "		)				,["hällo", "!", "how", "are", "you", "?"]		)
          self.assertListEqual(tokenizer.tokenize("H\u00E9llo"		)				,["h\u00E9llo"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_				,strip_accents=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "		)				,["hallo", "!", "how", "are", "you", "?"]		)
          self.assertListEqual(tokenizer.tokenize("H\u00E9llo"		)				,["hello"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "		)				,["hallo", "!", "how", "are", "you", "?"]		)
          self.assertListEqual(tokenizer.tokenize("H\u00E9llo"		)				,["hello"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHeLLo!how  \n Are yoU?  "		)				,["HeLLo", "!", "how", "Are", "yoU", "?"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_				,strip_accents=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "		)				,["HäLLo", "!", "how", "Are", "yoU", "?"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_				,strip_accents=lowerCamelCase_		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHäLLo!how  \n Are yoU?  "		)				,["HaLLo", "!", "how", "Are", "yoU", "?"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       BasicTokenizer(do_lower_case=lowerCamelCase_				,never_split=["[UNK]"]		)

          self.assertListEqual(
              tokenizer.tokenize(" \tHeLLo!how  \n Are yoU? [UNK]"		)				,["HeLLo", "!", "how", "Are", "yoU", "?", "[UNK]"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       ["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

          _UpperCAmelCase 						=       {}
          for i, token in enumerate(lowerCamelCase_		):
             _UpperCAmelCase 						=       i
          _UpperCAmelCase 						=       WordpieceTokenizer(vocab=lowerCamelCase_				,unk_token="[UNK]"		)

          self.assertListEqual(tokenizer.tokenize(""		)				,[]		)

          self.assertListEqual(tokenizer.tokenize("unwanted running"		)				,["un", "##want", "##ed", "runn", "##ing"]		)

          self.assertListEqual(tokenizer.tokenize("unwantedX running"		)				,["[UNK]", "runn", "##ing"]		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          self.assertTrue(_is_whitespace(" "		)		)
          self.assertTrue(_is_whitespace("\t"		)		)
          self.assertTrue(_is_whitespace("\r"		)		)
          self.assertTrue(_is_whitespace("\n"		)		)
          self.assertTrue(_is_whitespace("\u00A0"		)		)

          self.assertFalse(_is_whitespace("A"		)		)
          self.assertFalse(_is_whitespace("-"		)		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          self.assertTrue(_is_control("\u0005"		)		)

          self.assertFalse(_is_control("A"		)		)
          self.assertFalse(_is_control(" "		)		)
          self.assertFalse(_is_control("\t"		)		)
          self.assertFalse(_is_control("\r"		)		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          self.assertTrue(_is_punctuation("-"		)		)
          self.assertTrue(_is_punctuation("$"		)		)
          self.assertTrue(_is_punctuation("`"		)		)
          self.assertTrue(_is_punctuation("."		)		)

          self.assertFalse(_is_punctuation("A"		)		)
          self.assertFalse(_is_punctuation(" "		)		)







       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       self.get_tokenizer()

          # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
          self.assertListEqual([tokenizer.tokenize(lowerCamelCase_		) for t in ["Test", "\xad", "test"]]				,[["[UNK]"], [], ["[UNK]"]]		)

          if self.test_rust_tokenizer:
             _UpperCAmelCase 						=       self.get_rust_tokenizer()
             self.assertListEqual(
                 [rust_tokenizer.tokenize(lowerCamelCase_		) for t in ["Test", "\xad", "test"]]				,[["[UNK]"], [], ["[UNK]"]]		)







       @slow
       def  _snake_case      (       self		):



          '''simple docstring'''

          _UpperCAmelCase 						=       self.tokenizer_class.from_pretrained("bert-base-uncased"		)

          _UpperCAmelCase 						=       tokenizer.encode("sequence builders"				,add_special_tokens=lowerCamelCase_		)
          _UpperCAmelCase 						=       tokenizer.encode("multi-sequence build"				,add_special_tokens=lowerCamelCase_		)

          _UpperCAmelCase 						=       tokenizer.build_inputs_with_special_tokens(lowerCamelCase_		)
          _UpperCAmelCase 						=       tokenizer.build_inputs_with_special_tokens(lowerCamelCase_				,lowerCamelCase_		)

          assert encoded_sentence == [101] + text + [102]
          assert encoded_pair == [101] + text + [102] + text_a + [102]







       def  _snake_case      (       self		):



          '''simple docstring'''

          for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
             with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''		):
                _UpperCAmelCase 						=       self.rust_tokenizer_class.from_pretrained(lowerCamelCase_				,**lowerCamelCase_		)

                _UpperCAmelCase 						=       f'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
                _UpperCAmelCase 						=       tokenizer_r.encode_plus(
                    lowerCamelCase_				,return_attention_mask=lowerCamelCase_				,return_token_type_ids=lowerCamelCase_				,return_offsets_mapping=lowerCamelCase_				,add_special_tokens=lowerCamelCase_				,)

                _UpperCAmelCase 						=       tokenizer_r.do_lower_case if hasattr(lowerCamelCase_				,"do_lower_case"		) else False
                _UpperCAmelCase 						=       (
                    [
                        ((0, 0), tokenizer_r.cls_token),
                        ((0, 1), "A"),
                        ((1, 2), ","),
                        ((3, 5), "na"),
                        ((5, 6), "##ï"),
                        ((6, 8), "##ve"),
                        ((9, 15), tokenizer_r.mask_token),
                        ((16, 21), "Allen"),
                        ((21, 23), "##NL"),
                        ((23, 24), "##P"),
                        ((25, 33), "sentence"),
                        ((33, 34), "."),
                        ((0, 0), tokenizer_r.sep_token),
                    ]
                    if not do_lower_case
                    else [
                        ((0, 0), tokenizer_r.cls_token),
                        ((0, 1), "a"),
                        ((1, 2), ","),
                        ((3, 8), "naive"),
                        ((9, 15), tokenizer_r.mask_token),
                        ((16, 21), "allen"),
                        ((21, 23), "##nl"),
                        ((23, 24), "##p"),
                        ((25, 33), "sentence"),
                        ((33, 34), "."),
                        ((0, 0), tokenizer_r.sep_token),
                    ]
                )

                self.assertEqual(
                    [e[1] for e in expected_results]				,tokenizer_r.convert_ids_to_tokens(tokens["input_ids"]		)		)
                self.assertEqual([e[0] for e in expected_results]				,tokens["offset_mapping"]		)







       @slow
       def  _snake_case      (       self		):



          '''simple docstring'''

          for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
             with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''		):
                _UpperCAmelCase 						=       self.rust_tokenizer_class.from_pretrained(lowerCamelCase_				,**lowerCamelCase_		)
                _UpperCAmelCase 						=       self.tokenizer_class.from_pretrained(lowerCamelCase_				,**lowerCamelCase_		)
                _UpperCAmelCase 						=       [["Hello world!", "Nice to meet you!"], ["The cute cat.", "The adorable dog."]]

                _UpperCAmelCase 						=       tokenizer_r.batch_encode_candidates(lowerCamelCase_				,max_length=10				,return_tensors="np"		)
                _UpperCAmelCase 						=       tokenizer_p.batch_encode_candidates(lowerCamelCase_				,max_length=10				,return_tensors="np"		)

                _UpperCAmelCase 						=       (2, 2, 10)

                self.assertEqual(encoded_sentence_r["input_ids"].shape				,lowerCamelCase_		)
                self.assertEqual(encoded_sentence_r["attention_mask"].shape				,lowerCamelCase_		)
                self.assertEqual(encoded_sentence_r["token_type_ids"].shape				,lowerCamelCase_		)

                self.assertEqual(encoded_sentence_p["input_ids"].shape				,lowerCamelCase_		)
                self.assertEqual(encoded_sentence_p["attention_mask"].shape				,lowerCamelCase_		)
                self.assertEqual(encoded_sentence_p["token_type_ids"].shape				,lowerCamelCase_		)



"""simple docstring"""







def       __UpperCAmelCase		(		a_      :		list[list[int]]					)  ->							bool:
   # must be
   _UpperCAmelCase 						=       [list(a_					) for row in matrix]
   if matrix and isinstance(a_     ,	a_					):
      if isinstance(matrix[0]     ,	a_					):
         _UpperCAmelCase 						=       0
         for row in matrix:
            if prev_len == 0:
               _UpperCAmelCase 						=       len(a_					)
               _UpperCAmelCase 						=       True
            else:
               _UpperCAmelCase 						=       prev_len == len(a_					)
      else:
         _UpperCAmelCase 						=       True
   else:
      _UpperCAmelCase 						=       False

   return result
def       __UpperCAmelCase		(		a_      :		list[list[int]]					)  ->							None:
   if check_matrix(a_					) and len(a_					) > 0:
      _UpperCAmelCase 						=       [list(a_					) for row in a]
      _UpperCAmelCase 						=       len(a_					)
      if isinstance(a[0]     ,	a_					):
         _UpperCAmelCase 						=       len(a[0]					)
      else:
         for dat in a:
            print(a_					)
         return

      # horizotal printing increasing
      for i in range(0     ,	a_					):
         print(a[0][i]					)
      # vertical printing down
      for i in range(1     ,	a_					):
         print(a[i][mat_col - 1]					)
      # horizotal printing decreasing
      if mat_row > 1:
         for i in range(mat_col - 2     ,	-1     ,	-1					):
            print(a[mat_row - 1][i]					)
        # vertical printing up
      for i in range(mat_row - 2     ,	0     ,	-1					):
         print(a[i][0]					)
      _UpperCAmelCase 						=       [row[1 : mat_col - 1] for row in a[1 : mat_row - 1]]
      if len(a_					) > 0:
         spiral_print_clockwise(a_					)
      else:
         return
   else:
      print("Not a valid matrix"					)
      return
def       __UpperCAmelCase		(		a_      :		list[list]					)  ->							list[int]:
   if matrix:
      return list(matrix.pop(0					)					) + spiral_traversal(list(zip(*a_					)					)[::-1]					)
   else:
      return []


# driver code
if __name__ == "__main__":
  import doctest

  doctest.testmod()

  SCREAMING_SNAKE_CASE_  					= [[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]
  spiral_print_clockwise(a)

