


'''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   lowercase      (				A__      ,						unittest.TestCase   ):

		"""simple docstring"""

		_a       					=							ProphetNetTokenizer
		_a       					=							False




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							super().setUp()

							UpperCamelCase__  :str				   =					[
							    '''[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        lowerCAmelCase__							(						self       ,  UpperCamelCase_				):

							'''simple docstring'''


							UpperCamelCase__  :int				   =					'''UNwant\u00E9d,running'''
							UpperCamelCase__  :Union[str, Any]				   =					'''unwanted, running'''
							return input_text, output_text




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Union[str, Any]				   =					self.tokenizer_class(self.vocab_file				)

							UpperCamelCase__  :Tuple				   =					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        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[int]				   =					BasicTokenizer()

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




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Dict				   =					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        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :str				   =					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        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[Any]				   =					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        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :List[str]				   =					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        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[int]				   =					BasicTokenizer(do_lower_case=UpperCamelCase_				)

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




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Tuple				   =					BasicTokenizer(do_lower_case=UpperCamelCase_       ,  strip_accents=UpperCamelCase_				)

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




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[int]				   =					BasicTokenizer(do_lower_case=UpperCamelCase_       ,  strip_accents=UpperCamelCase_				)

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




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Optional[int]				   =					BasicTokenizer(do_lower_case=UpperCamelCase_       ,  never_split=['''[UNK]''']				)

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




		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Dict				   =					['''[UNK]''', '''[CLS]''', '''[SEP]''', '''want''', '''##want''', '''##ed''', '''wa''', '''un''', '''runn''', '''##ing''']

							UpperCamelCase__  :Union[str, Any]				   =					{}
							for i, token in enumerate(UpperCamelCase_				):
												UpperCamelCase__  :int				   =					i
							UpperCamelCase__  :Dict				   =					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        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Dict				   =					self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''				)

							UpperCamelCase__  :Optional[Any]				   =					['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
							UpperCamelCase__  :List[str]				   =					[1037, 2146, 20423, 2005, 7680, 7849, 3989, 1012, 102]
							UpperCamelCase__  :str				   =					tokenizer(UpperCamelCase_       ,  padding=UpperCamelCase_       ,  return_tensors='''pt'''				)
							self.assertIsInstance(UpperCamelCase_       ,  UpperCamelCase_				)
							UpperCamelCase__  :str				   =					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        lowerCAmelCase__							(						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        lowerCAmelCase__							(						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        lowerCAmelCase__							(						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(''' '''				)				)




		@slow
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :int				   =					self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''				)

							UpperCamelCase__  :Optional[int]				   =					tokenizer.encode('''sequence builders'''       ,  add_special_tokens=UpperCamelCase_				)
							UpperCamelCase__  :Optional[Any]				   =					tokenizer.encode('''multi-sequence build'''       ,  add_special_tokens=UpperCamelCase_				)

							UpperCamelCase__  :Union[str, Any]				   =					tokenizer.build_inputs_with_special_tokens(UpperCamelCase_				)
							UpperCamelCase__  :Tuple				   =					tokenizer.build_inputs_with_special_tokens(UpperCamelCase_       ,  UpperCamelCase_				)

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



'''simple docstring'''
import inspect
import os
import unittest

import torch

import accelerate
from accelerate import debug_launcher
from accelerate.test_utils import (
    execute_subprocess_async,
    require_cpu,
    require_huggingface_suite,
    require_multi_gpu,
    require_single_gpu,
)
from accelerate.utils import patch_environment
@require_huggingface_suite
class   lowercase      (				unittest.TestCase   ):

		"""simple docstring"""

		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							UpperCamelCase__  :Any				   =					inspect.getfile(accelerate.test_utils				)
							UpperCamelCase__  :Any				   =					os.path.sep.join(
							    mod_file.split(os.path.sep				)[:-1] + ['''scripts''', '''external_deps''', '''test_metrics.py''']				)

							from accelerate.test_utils.scripts.external_deps import test_metrics  # noqa: F401

							UpperCamelCase__  :List[str]				   =					test_metrics




		@require_cpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							debug_launcher(self.test_metrics.main       ,  num_processes=1				)




		@require_cpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							debug_launcher(self.test_metrics.main				)




		@require_single_gpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							self.test_metrics.main()




		@require_multi_gpu
		def        lowerCAmelCase__							(						self				):

							'''simple docstring'''


							print(F'''Found {torch.cuda.device_count()} devices.'''				)
							UpperCamelCase__  :Optional[Any]				   =					['''torchrun''', F'''--nproc_per_node={torch.cuda.device_count()}''', self.test_file_path]
							with patch_environment(omp_num_threads=1				):
												execute_subprocess_async(UpperCamelCase_       ,  env=os.environ.copy()				)