






'''simple docstring'''







import os
import unittest

from transformers import BatchEncoding
from transformers.models.bert.tokenization_bert import (
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.prophetnet.tokenization_prophetnet import VOCAB_FILES_NAMES, ProphetNetTokenizer
from transformers.testing_utils import require_torch, slow

from ...test_tokenization_common import TokenizerTesterMixin




class 		UpperCamelCase__     (a ,unittest.TestCase      ):




		'''simple docstring'''





		_UpperCamelCase						=       ProphetNetTokenizer
		_UpperCamelCase						=       False






		def       UpperCamelCase_       (   self							):
								super().setUp()

								lowerCamelCase__								=	[
								    """[UNK]""",
								    """[CLS]""",
								    """[SEP]""",
								    """[PAD]""",
								    """[MASK]""",
								    """want""",
								    """##want""",
								    """##ed""",
								    """wa""",
								    """un""",
								    """runn""",
								    """##ing""",
								    """,""",
								    """low""",
								    """lowest""",
								]
								lowerCamelCase__								=	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 ,_lowerCAmelCase							):
								lowerCamelCase__								=	"""UNwant\u00E9d,running"""
								lowerCamelCase__								=	"""unwanted, running"""
								return input_text, output_text






		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	self.tokenizer_class(self.vocab_file							)

								lowerCamelCase__								=	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       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	BasicTokenizer()

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






		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	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       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	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       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	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       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	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       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	BasicTokenizer(do_lower_case=_lowerCAmelCase							)

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






		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	BasicTokenizer(do_lower_case=_lowerCAmelCase ,strip_accents=_lowerCAmelCase							)

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






		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	BasicTokenizer(do_lower_case=_lowerCAmelCase ,strip_accents=_lowerCAmelCase							)

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






		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	BasicTokenizer(do_lower_case=_lowerCAmelCase ,never_split=["""[UNK]"""]							)

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






		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

								lowerCamelCase__								=	{}
								for i, token in enumerate(_lowerCAmelCase							):
														lowerCamelCase__								=	i
								lowerCamelCase__								=	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"""]							)






		@require_torch
		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	self.tokenizer_class.from_pretrained("""microsoft/prophetnet-large-uncased"""							)

								lowerCamelCase__								=	["""A long paragraph for summarization.""", """Another paragraph for summarization."""]
								lowerCamelCase__								=	[10_37, 21_46, 2_04_23, 20_05, 76_80, 78_49, 39_89, 10_12, 1_02]
								lowerCamelCase__								=	tokenizer(_lowerCAmelCase ,padding=_lowerCAmelCase ,return_tensors="""pt"""							)
								self.assertIsInstance(_lowerCAmelCase ,_lowerCAmelCase							)
								lowerCamelCase__								=	list(batch.input_ids.numpy()[0]							)
								self.assertListEqual(_lowerCAmelCase ,_lowerCAmelCase							)

								self.assertEqual((2, 9) ,batch.input_ids.shape							)
								self.assertEqual((2, 9) ,batch.attention_mask.shape							)






		def       UpperCamelCase_       (   self							):
								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							):
								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							):
								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(""" """							)							)






		@slow
		def       UpperCamelCase_       (   self							):
								lowerCamelCase__								=	self.tokenizer_class.from_pretrained("""microsoft/prophetnet-large-uncased"""							)

								lowerCamelCase__								=	tokenizer.encode("""sequence builders""" ,add_special_tokens=_lowerCAmelCase							)
								lowerCamelCase__								=	tokenizer.encode("""multi-sequence build""" ,add_special_tokens=_lowerCAmelCase							)

								lowerCamelCase__								=	tokenizer.build_inputs_with_special_tokens(_lowerCAmelCase							)
								lowerCamelCase__								=	tokenizer.build_inputs_with_special_tokens(_lowerCAmelCase ,_lowerCAmelCase							)

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




from __future__ import annotations

def 			lowerCamelCase__			(       _a):
	if len(_a) == 0:
		return []
	SCREAMING_SNAKE_CASE  ,SCREAMING_SNAKE_CASE :   Tuple					  =							min(_a), max(_a)
	SCREAMING_SNAKE_CASE :   Dict					  =							int(max_value - min_value) + 1
	SCREAMING_SNAKE_CASE :   list[list]					  =							[[] for _ in range(_a)]

	for i in my_list:
		buckets[int(i - min_value)].append(_a)

	return [v for bucket in buckets for v in sorted(_a)]


if __name__ == "__main__":
			from doctest import testmod

			testmod()
			assert bucket_sort([4, 5, 3, 2, 1]) == [1, 2, 3, 4, 5]
			assert bucket_sort([0, 1, -10, 15, 2, -2]) == [-10, -2, 0, 1, 2, 15]