



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 						lowerCamelCase   (    lowercase__,  unittest.TestCase	):







					'''simple docstring'''







					lowerCAmelCase_					:     Any					       =	ProphetNetTokenizer
					lowerCAmelCase_					:     Tuple					       =	False



					def  A__		(      self  ):
							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  A__		(      self     ,						lowerCAmelCase  ):
							UpperCAmelCase_						       =					"UNwant\u00E9d,running"
							UpperCAmelCase_						       =					"unwanted, running"
							return input_text, output_text



					def  A__		(      self  ):
							UpperCAmelCase_						       =					self.tokenizer_class(self.vocab_file  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer()

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_     ,						strip_accents=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_     ,						strip_accents=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_     ,						strip_accents=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_     ,						strip_accents=UpperCamelCase_  )

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



					def  A__		(      self  ):
							UpperCAmelCase_						       =					BasicTokenizer(do_lower_case=UpperCamelCase_     ,						never_split=["[UNK]"]  )

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



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

							UpperCAmelCase_						       =					{}
							for i, token in enumerate(UpperCamelCase_  ):
									UpperCAmelCase_						       =					i
							UpperCAmelCase_						       =					WordpieceTokenizer(vocab=UpperCamelCase_     ,						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  A__		(      self  ):
							UpperCAmelCase_						       =					self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"  )

							UpperCAmelCase_						       =					["A long paragraph for summarization.", "Another paragraph for summarization."]
							UpperCAmelCase_						       =					[1037, 2146, 2_0423, 2005, 7680, 7849, 3989, 1012, 102]
							UpperCAmelCase_						       =					tokenizer(UpperCamelCase_     ,						padding=UpperCamelCase_     ,						return_tensors="pt"  )
							self.assertIsInstance(UpperCamelCase_     ,						UpperCamelCase_  )
							UpperCAmelCase_						       =					list(batch.input_ids.numpy()[0]  )
							self.assertListEqual(UpperCamelCase_     ,						UpperCamelCase_  )

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



					def  A__		(      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  A__		(      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  A__		(      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  A__		(      self  ):
							UpperCAmelCase_						       =					self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"  )

							UpperCAmelCase_						       =					tokenizer.encode("sequence builders"     ,						add_special_tokens=UpperCamelCase_  )
							UpperCAmelCase_						       =					tokenizer.encode("multi-sequence build"     ,						add_special_tokens=UpperCamelCase_  )

							UpperCAmelCase_						       =					tokenizer.build_inputs_with_special_tokens(UpperCamelCase_  )
							UpperCAmelCase_						       =					tokenizer.build_inputs_with_special_tokens(UpperCamelCase_     ,						UpperCamelCase_  )

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








'''simple docstring'''




from abc import ABC, abstractmethod
from argparse import ArgumentParser






class 				__snake_case     (					__magic_name__							):





	@staticmethod
	@abstractmethod
	def   _snake_case   (		UpperCamelCase_		)      ->		Dict:
		raise NotImplementedError()





	@abstractmethod
	def   _snake_case   (		self		)      ->		List[Any]:
		raise NotImplementedError()



