






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					(				lowercase__							, unittest.TestCase     ):



      """simple docstring"""


      a						:				Optional[int]							 =			RealmTokenizer
      a						:				str							 =			RealmTokenizerFast
      a						:				Union[str, Any]							 =			True
      a						:				Union[str, Any]							 =			True
      a						:				List[Any]							 =			filter_non_english
      def 			UpperCAmelCase   (   self      :    int      )							->   List[str]:
        super().setUp()

        __UpperCAmelCase							:			Any     =						[
            """[UNK]""",
            """[CLS]""",
            """[SEP]""",
            """[PAD]""",
            """[MASK]""",
            """want""",
            """##want""",
            """##ed""",
            """wa""",
            """un""",
            """runn""",
            """##ing""",
            """,""",
            """low""",
            """lowest""",
        ]
        __UpperCAmelCase							:			Dict     =						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 			UpperCAmelCase   (   self      :    Optional[Any]	,   __lowercase      :    str      )							->   List[Any]:
        __UpperCAmelCase							:			Dict     =						"""UNwant\u00E9d,running"""
        __UpperCAmelCase							:			Optional[int]     =						"""unwanted, running"""
        return input_text, output_text
      def 			UpperCAmelCase   (   self      :    str      )							->   Optional[int]:
        __UpperCAmelCase							:			Optional[int]     =						self.tokenizer_class(self.vocab_file      )

        __UpperCAmelCase							:			Union[str, Any]     =						tokenizer.tokenize("""UNwant\u00E9d,running"""      )
        self.assertListEqual(__lowercase	,   ["""un""", """##want""", """##ed""", """,""", """runn""", """##ing"""]      )
        self.assertListEqual(tokenizer.convert_tokens_to_ids(__lowercase      )	,   [9, 6, 7, 12, 10, 11]      )
      def 			UpperCAmelCase   (   self      :    List[Any]      )							->   List[Any]:
        if not self.test_rust_tokenizer:
          return

        __UpperCAmelCase							:			Optional[Any]     =						self.get_tokenizer()
        __UpperCAmelCase							:			Any     =						self.get_rust_tokenizer()

        __UpperCAmelCase							:			Union[str, Any]     =						"""UNwant\u00E9d,running"""

        __UpperCAmelCase							:			Dict     =						tokenizer.tokenize(__lowercase      )
        __UpperCAmelCase							:			List[str]     =						rust_tokenizer.tokenize(__lowercase      )
        self.assertListEqual(__lowercase	,   __lowercase      )

        __UpperCAmelCase							:			int     =						tokenizer.encode(__lowercase	,   add_special_tokens=__lowercase      )
        __UpperCAmelCase							:			int     =						rust_tokenizer.encode(__lowercase	,   add_special_tokens=__lowercase      )
        self.assertListEqual(__lowercase	,   __lowercase      )

        __UpperCAmelCase							:			str     =						self.get_rust_tokenizer()
        __UpperCAmelCase							:			List[str]     =						tokenizer.encode(__lowercase      )
        __UpperCAmelCase							:			Any     =						rust_tokenizer.encode(__lowercase      )
        self.assertListEqual(__lowercase	,   __lowercase      )

        # With lower casing
        __UpperCAmelCase							:			int     =						self.get_tokenizer(do_lower_case=__lowercase      )
        __UpperCAmelCase							:			str     =						self.get_rust_tokenizer(do_lower_case=__lowercase      )

        __UpperCAmelCase							:			Optional[int]     =						"""UNwant\u00E9d,running"""

        __UpperCAmelCase							:			str     =						tokenizer.tokenize(__lowercase      )
        __UpperCAmelCase							:			Tuple     =						rust_tokenizer.tokenize(__lowercase      )
        self.assertListEqual(__lowercase	,   __lowercase      )

        __UpperCAmelCase							:			Union[str, Any]     =						tokenizer.encode(__lowercase	,   add_special_tokens=__lowercase      )
        __UpperCAmelCase							:			Tuple     =						rust_tokenizer.encode(__lowercase	,   add_special_tokens=__lowercase      )
        self.assertListEqual(__lowercase	,   __lowercase      )

        __UpperCAmelCase							:			List[Any]     =						self.get_rust_tokenizer()
        __UpperCAmelCase							:			Optional[int]     =						tokenizer.encode(__lowercase      )
        __UpperCAmelCase							:			Any     =						rust_tokenizer.encode(__lowercase      )
        self.assertListEqual(__lowercase	,   __lowercase      )
      def 			UpperCAmelCase   (   self      :    Union[str, Any]      )							->   str:
        __UpperCAmelCase							:			Optional[int]     =						BasicTokenizer()

        self.assertListEqual(tokenizer.tokenize("""ah\u535A\u63A8zz"""      )	,   ["""ah""", """\u535A""", """\u63A8""", """zz"""]      )
      def 			UpperCAmelCase   (   self      :    Union[str, Any]      )							->   List[str]:
        __UpperCAmelCase							:			Tuple     =						BasicTokenizer(do_lower_case=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """      )	,   ["""hello""", """!""", """how""", """are""", """you""", """?"""]      )
        self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""      )	,   ["""hello"""]      )
      def 			UpperCAmelCase   (   self      :    int      )							->   Dict:
        __UpperCAmelCase							:			Tuple     =						BasicTokenizer(do_lower_case=__lowercase	,   strip_accents=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """      )	,   ["""hällo""", """!""", """how""", """are""", """you""", """?"""]      )
        self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""      )	,   ["""h\u00E9llo"""]      )
      def 			UpperCAmelCase   (   self      :    Optional[int]      )							->   Union[str, Any]:
        __UpperCAmelCase							:			List[Any]     =						BasicTokenizer(do_lower_case=__lowercase	,   strip_accents=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """      )	,   ["""hallo""", """!""", """how""", """are""", """you""", """?"""]      )
        self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""      )	,   ["""hello"""]      )
      def 			UpperCAmelCase   (   self      :    Any      )							->   Union[str, Any]:
        __UpperCAmelCase							:			List[Any]     =						BasicTokenizer(do_lower_case=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """      )	,   ["""hallo""", """!""", """how""", """are""", """you""", """?"""]      )
        self.assertListEqual(tokenizer.tokenize("""H\u00E9llo"""      )	,   ["""hello"""]      )
      def 			UpperCAmelCase   (   self      :    Union[str, Any]      )							->   Dict:
        __UpperCAmelCase							:			Union[str, Any]     =						BasicTokenizer(do_lower_case=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """      )	,   ["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?"""]      )
      def 			UpperCAmelCase   (   self      :    List[str]      )							->   int:
        __UpperCAmelCase							:			Union[str, Any]     =						BasicTokenizer(do_lower_case=__lowercase	,   strip_accents=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """      )	,   ["""HäLLo""", """!""", """how""", """Are""", """yoU""", """?"""]      )
      def 			UpperCAmelCase   (   self      :    Dict      )							->   Optional[int]:
        __UpperCAmelCase							:			Union[str, Any]     =						BasicTokenizer(do_lower_case=__lowercase	,   strip_accents=__lowercase      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """      )	,   ["""HaLLo""", """!""", """how""", """Are""", """yoU""", """?"""]      )
      def 			UpperCAmelCase   (   self      :    Union[str, Any]      )							->   Optional[Any]:
        __UpperCAmelCase							:			int     =						BasicTokenizer(do_lower_case=__lowercase	,   never_split=["""[UNK]"""]      )

        self.assertListEqual(
            tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU? [UNK]"""      )	,   ["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?""", """[UNK]"""]      )
      def 			UpperCAmelCase   (   self      :    Union[str, Any]      )							->   int:
        __UpperCAmelCase							:			Tuple     =						["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

        __UpperCAmelCase							:			Tuple     =						{}
        for i, token in enumerate(__lowercase      ):
          __UpperCAmelCase							:			str     =						i
        __UpperCAmelCase							:			Tuple     =						WordpieceTokenizer(vocab=__lowercase	,   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 			UpperCAmelCase   (   self      :    Optional[Any]      )							->   Any:
        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 			UpperCAmelCase   (   self      :    Optional[Any]      )							->   Tuple:
        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 			UpperCAmelCase   (   self      :    Optional[int]      )							->   str:
        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 			UpperCAmelCase   (   self      :    int      )							->   Union[str, Any]:
        __UpperCAmelCase							:			Optional[Any]     =						self.get_tokenizer()

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

        if self.test_rust_tokenizer:
          __UpperCAmelCase							:			Optional[int]     =						self.get_rust_tokenizer()
          self.assertListEqual(
              [rust_tokenizer.tokenize(__lowercase      ) for t in ["""Test""", """\xad""", """test"""]]	,   [["""[UNK]"""], [], ["""[UNK]"""]]      )
      @slow
      def 			UpperCAmelCase   (   self      :    List[str]      )							->   Dict:
        __UpperCAmelCase							:			Optional[int]     =						self.tokenizer_class.from_pretrained("""bert-base-uncased"""      )

        __UpperCAmelCase							:			Dict     =						tokenizer.encode("""sequence builders"""	,   add_special_tokens=__lowercase      )
        __UpperCAmelCase							:			List[Any]     =						tokenizer.encode("""multi-sequence build"""	,   add_special_tokens=__lowercase      )

        __UpperCAmelCase							:			List[Any]     =						tokenizer.build_inputs_with_special_tokens(__lowercase      )
        __UpperCAmelCase							:			Optional[int]     =						tokenizer.build_inputs_with_special_tokens(__lowercase	,   __lowercase      )

        assert encoded_sentence == [101] + text + [102]
        assert encoded_pair == [101] + text + [102] + text_a + [102]
      def 			UpperCAmelCase   (   self      :    List[Any]      )							->   List[Any]:
        for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
          with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""      ):
            __UpperCAmelCase							:			int     =						self.rust_tokenizer_class.from_pretrained(__lowercase	,   **__lowercase      )

            __UpperCAmelCase							:			Any     =						f"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
            __UpperCAmelCase							:			Optional[int]     =						tokenizer_r.encode_plus(
                __lowercase	,   return_attention_mask=__lowercase	,   return_token_type_ids=__lowercase	,   return_offsets_mapping=__lowercase	,   add_special_tokens=__lowercase	,   )

            __UpperCAmelCase							:			Union[str, Any]     =						tokenizer_r.do_lower_case if hasattr(__lowercase	,   """do_lower_case"""      ) else False
            __UpperCAmelCase							:			Tuple     =						(
                [
                    ((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 			UpperCAmelCase   (   self      :    Any      )							->   List[Any]:
        for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
          with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""      ):
            __UpperCAmelCase							:			List[str]     =						self.rust_tokenizer_class.from_pretrained(__lowercase	,   **__lowercase      )
            __UpperCAmelCase							:			List[Any]     =						self.tokenizer_class.from_pretrained(__lowercase	,   **__lowercase      )
            __UpperCAmelCase							:			List[Any]     =						[["""Hello world!""", """Nice to meet you!"""], ["""The cute cat.""", """The adorable dog."""]]

            __UpperCAmelCase							:			int     =						tokenizer_r.batch_encode_candidates(__lowercase	,   max_length=10	,   return_tensors="""np"""      )
            __UpperCAmelCase							:			Tuple     =						tokenizer_p.batch_encode_candidates(__lowercase	,   max_length=10	,   return_tensors="""np"""      )

            __UpperCAmelCase							:			List[Any]     =						(2, 2, 10)

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

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










a	: List[str]      =				[[0, 1, 1], [0, 0, 1], [1, 0, 0]]
class 					a					:



      """simple docstring"""


      def __init__(   self      :    Union[str, Any]	,   __lowercase      :    List[str]      )							->   Optional[int]:
        __UpperCAmelCase							:			Dict     =						name
        __UpperCAmelCase							:			Optional[Any]     =						[]
        __UpperCAmelCase							:			List[Any]     =						[]
      def 			UpperCAmelCase   (   self      :    str	,   __lowercase      :    int      )							->   str:
        self.inbound.append(__lowercase      )
      def 			UpperCAmelCase   (   self      :    List[Any]	,   __lowercase      :    Optional[Any]      )							->   List[str]:
        self.outbound.append(__lowercase      )




      def __repr__(   self      :    Any      )							->   int:
        return f"""<node={self.name} inbound={self.inbound} outbound={self.outbound}>"""






def        lowerCamelCase__   (					__lowerCamelCase    :  Dict						,	__lowerCamelCase    :  str=3						,	__lowerCamelCase    :  int=0.8_5	):
  __UpperCAmelCase							:			Optional[int]     =						{}
  for node in nodes:
    __UpperCAmelCase							:			str     =						1

  __UpperCAmelCase							:			Union[str, Any]     =						{}
  for node in nodes:
    __UpperCAmelCase							:			Dict     =						len(node.outbound	)

  for i in range(__lowerCamelCase	):
    print(f"""======= Iteration {i + 1} ======="""	)
    for _, node in enumerate(__lowerCamelCase	):
      __UpperCAmelCase							:			int     =						(1 - d) + d * sum(
          ranks[ib] / outbounds[ib] for ib in node.inbound	)
    print(__lowerCamelCase	)






def        lowerCamelCase__   (					):
  __UpperCAmelCase							:			Optional[Any]     =						list(input("""Enter Names of the Nodes: """	).split()	)

  __UpperCAmelCase							:			Dict     =						[Node(__lowerCamelCase	) for name in names]

  for ri, row in enumerate(__lowerCamelCase	):
    for ci, col in enumerate(__lowerCamelCase	):
      if col == 1:
        nodes[ci].add_inbound(names[ri]	)
        nodes[ri].add_outbound(names[ci]	)

  print("""======= Nodes ======="""	)
  for node in nodes:
    print(__lowerCamelCase	)

  page_rank(__lowerCamelCase	)


if __name__ == "__main__":
       main()


