





'''simple docstring'''






def 				_a	(					_lowerCamelCase   )   ->							str:



			"""simple docstring"""


			__snake_case				:			int       			=    word.upper()
			__snake_case				:			Union[str, Any]       			=    0
			__snake_case				:			Optional[Any]       			=    {}
			__snake_case				:			Any       			=    []

			for letter in word:
						if letter not in letter_nums:
									__snake_case				:			str       			=    str(_lowerCamelCase   )
									next_num += 1
						word_pattern.append(letter_nums[letter]   )
			return ".".join(_lowerCamelCase   )


if __name__ == "__main__":
	import pprint
	import time

	__UpperCamelCase										=  time.time()
	with open("dictionary.txt") as in_file:
		__UpperCamelCase										=  in_file.read().splitlines()

	__UpperCamelCase										=  {}
	for word in word_list:
		__UpperCamelCase										=  get_word_pattern(word)
		if pattern in all_patterns:
			all_patterns[pattern].append(word)
		else:
			__UpperCamelCase										=  [word]

	with open("word_patterns.txt", "w") as out_file:
		out_file.write(pprint.pformat(all_patterns))

	__UpperCamelCase										=  round(time.time() - start_time, 2)
	print(f"""Done!  {len(all_patterns):,} word patterns found in {total_time} seconds.""")
	# Done!  9,581 word patterns found in 0.58 seconds.









'''simple docstring'''






import os
import unittest

from transformers import ElectraTokenizerFast
from transformers.models.electra.tokenization_electra import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    ElectraTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english




@require_tokenizers
class    _A   (				__lowercase	,				unittest.TestCase		):
		lowercase__:      str							    =      ElectraTokenizer
		lowercase__:      Dict							    =      ElectraTokenizerFast
		lowercase__:      Union[str, Any]							    =      True
		lowercase__:      Tuple							    =      True
		lowercase__:      int							    =      filter_non_english

		def   lowercase__    (      self				:      Tuple )				->						Tuple:


					"""simple docstring"""

					super().setUp()

					__snake_case				:			Union[str, Any]       			=    [
					    """[UNK]""",
					    """[CLS]""",
					    """[SEP]""",
					    """[PAD]""",
					    """[MASK]""",
					    """want""",
					    """##want""",
					    """##ed""",
					    """wa""",
					    """un""",
					    """runn""",
					    """##ing""",
					    """,""",
					    """low""",
					    """lowest""",
					]
					__snake_case				:			List[Any]       			=    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   lowercase__    (      self				:      List[Any]     ,			__magic_name__				:      str )				->						str:


					"""simple docstring"""

					__snake_case				:			List[str]       			=    """UNwant\u00E9d,running"""
					__snake_case				:			Any       			=    """unwanted, running"""
					return input_text, output_text

		def   lowercase__    (      self				:      Union[str, Any] )				->						List[str]:


					"""simple docstring"""

					__snake_case				:			Tuple       			=    self.tokenizer_class(self.vocab_file )

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

		def   lowercase__    (      self				:      Dict )				->						int:


					"""simple docstring"""

					if not self.test_rust_tokenizer:
								return

					__snake_case				:			str       			=    self.get_tokenizer()
					__snake_case				:			Union[str, Any]       			=    self.get_rust_tokenizer()

					__snake_case				:			Tuple       			=    """UNwant\u00E9d,running"""

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

					__snake_case				:			int       			=    tokenizer.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )
					__snake_case				:			str       			=    rust_tokenizer.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )
					self.assertListEqual(__magic_name__     ,			__magic_name__ )

					__snake_case				:			Dict       			=    self.get_rust_tokenizer()
					__snake_case				:			Optional[int]       			=    tokenizer.encode(__magic_name__ )
					__snake_case				:			int       			=    rust_tokenizer.encode(__magic_name__ )
					self.assertListEqual(__magic_name__     ,			__magic_name__ )

					# With lower casing
					__snake_case				:			str       			=    self.get_tokenizer(do_lower_case=__magic_name__ )
					__snake_case				:			str       			=    self.get_rust_tokenizer(do_lower_case=__magic_name__ )

					__snake_case				:			int       			=    """UNwant\u00E9d,running"""

					__snake_case				:			int       			=    tokenizer.tokenize(__magic_name__ )
					__snake_case				:			List[str]       			=    rust_tokenizer.tokenize(__magic_name__ )
					self.assertListEqual(__magic_name__     ,			__magic_name__ )

					__snake_case				:			Any       			=    tokenizer.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )
					__snake_case				:			Tuple       			=    rust_tokenizer.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )
					self.assertListEqual(__magic_name__     ,			__magic_name__ )

					__snake_case				:			List[Any]       			=    self.get_rust_tokenizer()
					__snake_case				:			Tuple       			=    tokenizer.encode(__magic_name__ )
					__snake_case				:			Optional[int]       			=    rust_tokenizer.encode(__magic_name__ )
					self.assertListEqual(__magic_name__     ,			__magic_name__ )

		def   lowercase__    (      self				:      Union[str, Any] )				->						str:


					"""simple docstring"""

					__snake_case				:			Union[str, Any]       			=    BasicTokenizer()

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

		def   lowercase__    (      self				:      Tuple )				->						Tuple:


					"""simple docstring"""

					__snake_case				:			List[Any]       			=    BasicTokenizer(do_lower_case=__magic_name__ )

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

		def   lowercase__    (      self				:      Optional[Any] )				->						Tuple:


					"""simple docstring"""

					__snake_case				:			Tuple       			=    BasicTokenizer(do_lower_case=__magic_name__     ,			strip_accents=__magic_name__ )

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

		def   lowercase__    (      self				:      Optional[int] )				->						Any:


					"""simple docstring"""

					__snake_case				:			List[Any]       			=    BasicTokenizer(do_lower_case=__magic_name__     ,			strip_accents=__magic_name__ )

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

		def   lowercase__    (      self				:      Any )				->						Optional[Any]:


					"""simple docstring"""

					__snake_case				:			Any       			=    BasicTokenizer(do_lower_case=__magic_name__ )

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

		def   lowercase__    (      self				:      Dict )				->						int:


					"""simple docstring"""

					__snake_case				:			Any       			=    BasicTokenizer(do_lower_case=__magic_name__ )

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

		def   lowercase__    (      self				:      Union[str, Any] )				->						Tuple:


					"""simple docstring"""

					__snake_case				:			str       			=    BasicTokenizer(do_lower_case=__magic_name__     ,			strip_accents=__magic_name__ )

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

		def   lowercase__    (      self				:      str )				->						int:


					"""simple docstring"""

					__snake_case				:			str       			=    BasicTokenizer(do_lower_case=__magic_name__     ,			strip_accents=__magic_name__ )

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

		def   lowercase__    (      self				:      Optional[Any] )				->						Optional[Any]:


					"""simple docstring"""

					__snake_case				:			Tuple       			=    BasicTokenizer(do_lower_case=__magic_name__     ,			never_split=["""[UNK]"""] )

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

		def   lowercase__    (      self				:      List[str] )				->						Tuple:


					"""simple docstring"""

					__snake_case				:			str       			=    ["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

					__snake_case				:			Union[str, Any]       			=    {}
					for i, token in enumerate(__magic_name__ ):
								__snake_case				:			List[str]       			=    i
					__snake_case				:			Union[str, Any]       			=    WordpieceTokenizer(vocab=__magic_name__     ,			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   lowercase__    (      self				:      str )				->						Dict:


					"""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   lowercase__    (      self				:      Optional[int] )				->						Optional[int]:


					"""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   lowercase__    (      self				:      Tuple )				->						Dict:


					"""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   lowercase__    (      self				:      Union[str, Any] )				->						Optional[Any]:


					"""simple docstring"""

					__snake_case				:			Union[str, Any]       			=    self.get_tokenizer()
					__snake_case				:			Union[str, Any]       			=    self.get_rust_tokenizer()

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

					self.assertListEqual(
					    [rust_tokenizer.tokenize(__magic_name__ ) for t in ["""Test""", """\xad""", """test"""]]     ,			[["""[UNK]"""], [], ["""[UNK]"""]] )

		@slow
		def   lowercase__    (      self				:      int )				->						Dict:


					"""simple docstring"""

					__snake_case				:			Tuple       			=    self.tokenizer_class.from_pretrained("""google/electra-base-discriminator""" )

					__snake_case				:			Optional[int]       			=    tokenizer.encode("""sequence builders"""     ,			add_special_tokens=__magic_name__ )
					__snake_case				:			Optional[Any]       			=    tokenizer.encode("""multi-sequence build"""     ,			add_special_tokens=__magic_name__ )

					__snake_case				:			List[str]       			=    tokenizer.build_inputs_with_special_tokens(__magic_name__ )
					__snake_case				:			Any       			=    tokenizer.build_inputs_with_special_tokens(__magic_name__     ,			__magic_name__ )

					assert encoded_sentence == [1_01] + text + [1_02]
					assert encoded_pair == [1_01] + text + [1_02] + text_a + [1_02]

		def   lowercase__    (      self				:      List[str] )				->						Any:


					"""simple docstring"""

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

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

											__snake_case				:			Optional[int]       			=    tokenizer_r.do_lower_case if hasattr(__magic_name__     ,			"""do_lower_case""" ) else False
											__snake_case				:			List[str]       			=    (
											    [
											        ((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"""] )

		def   lowercase__    (      self				:      Optional[int] )				->						int:


					"""simple docstring"""

					__snake_case				:			Any       			=    ["""的""", """人""", """有"""]
					__snake_case				:			Union[str, Any]       			=    """""".join(__magic_name__ )
					for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
								with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})''' ):
											__snake_case				:			Tuple       			=    True
											__snake_case				:			List[str]       			=    self.tokenizer_class.from_pretrained(__magic_name__     ,			**__magic_name__ )
											__snake_case				:			Tuple       			=    self.rust_tokenizer_class.from_pretrained(__magic_name__     ,			**__magic_name__ )

											__snake_case				:			Tuple       			=    tokenizer_p.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )
											__snake_case				:			Optional[int]       			=    tokenizer_r.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )

											__snake_case				:			Union[str, Any]       			=    tokenizer_r.convert_ids_to_tokens(__magic_name__ )
											__snake_case				:			Tuple       			=    tokenizer_p.convert_ids_to_tokens(__magic_name__ )

											# it is expected that each Chinese character is not preceded by "##"
											self.assertListEqual(__magic_name__     ,			__magic_name__ )
											self.assertListEqual(__magic_name__     ,			__magic_name__ )

											__snake_case				:			Dict       			=    False
											__snake_case				:			str       			=    self.rust_tokenizer_class.from_pretrained(__magic_name__     ,			**__magic_name__ )
											__snake_case				:			Tuple       			=    self.tokenizer_class.from_pretrained(__magic_name__     ,			**__magic_name__ )

											__snake_case				:			List[Any]       			=    tokenizer_r.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )
											__snake_case				:			str       			=    tokenizer_p.encode(__magic_name__     ,			add_special_tokens=__magic_name__ )

											__snake_case				:			Optional[Any]       			=    tokenizer_r.convert_ids_to_tokens(__magic_name__ )
											__snake_case				:			List[Any]       			=    tokenizer_p.convert_ids_to_tokens(__magic_name__ )

											# it is expected that only the first Chinese character is not preceded by "##".
											__snake_case				:			Dict       			=    [
											    f'''##{token}''' if idx != 0 else token for idx, token in enumerate(__magic_name__ )
											]
											self.assertListEqual(__magic_name__     ,			__magic_name__ )
											self.assertListEqual(__magic_name__     ,			__magic_name__ )


