





"""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				(					a__					,      unittest.TestCase   ):
 snake_case__    	=    ElectraTokenizer
 snake_case__    	=    ElectraTokenizerFast
 snake_case__    	=    True
 snake_case__    	=    True
 snake_case__    	=    filter_non_english



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  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							,    _snake_case			):







  """simple docstring"""






  lowerCAmelCase  							=      'UNwant\u00E9d,running'
  lowerCAmelCase  							=      'unwanted, running'
  return input_text, output_text



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      self.tokenizer_class(self.vocab_file			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  if not self.test_rust_tokenizer:
   return

  lowerCAmelCase  							=      self.get_tokenizer()
  lowerCAmelCase  							=      self.get_rust_tokenizer()

  lowerCAmelCase  							=      'UNwant\u00E9d,running'

  lowerCAmelCase  							=      tokenizer.tokenize(_snake_case			)
  lowerCAmelCase  							=      rust_tokenizer.tokenize(_snake_case			)
  self.assertListEqual(_snake_case							,    _snake_case			)

  lowerCAmelCase  							=      tokenizer.encode(_snake_case							,    add_special_tokens=_snake_case			)
  lowerCAmelCase  							=      rust_tokenizer.encode(_snake_case							,    add_special_tokens=_snake_case			)
  self.assertListEqual(_snake_case							,    _snake_case			)

  lowerCAmelCase  							=      self.get_rust_tokenizer()
  lowerCAmelCase  							=      tokenizer.encode(_snake_case			)
  lowerCAmelCase  							=      rust_tokenizer.encode(_snake_case			)
  self.assertListEqual(_snake_case							,    _snake_case			)

  # With lower casing
  lowerCAmelCase  							=      self.get_tokenizer(do_lower_case=_snake_case			)
  lowerCAmelCase  							=      self.get_rust_tokenizer(do_lower_case=_snake_case			)

  lowerCAmelCase  							=      'UNwant\u00E9d,running'

  lowerCAmelCase  							=      tokenizer.tokenize(_snake_case			)
  lowerCAmelCase  							=      rust_tokenizer.tokenize(_snake_case			)
  self.assertListEqual(_snake_case							,    _snake_case			)

  lowerCAmelCase  							=      tokenizer.encode(_snake_case							,    add_special_tokens=_snake_case			)
  lowerCAmelCase  							=      rust_tokenizer.encode(_snake_case							,    add_special_tokens=_snake_case			)
  self.assertListEqual(_snake_case							,    _snake_case			)

  lowerCAmelCase  							=      self.get_rust_tokenizer()
  lowerCAmelCase  							=      tokenizer.encode(_snake_case			)
  lowerCAmelCase  							=      rust_tokenizer.encode(_snake_case			)
  self.assertListEqual(_snake_case							,    _snake_case			)



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer()

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case							,    strip_accents=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case							,    strip_accents=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case							,    strip_accents=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case							,    strip_accents=_snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      BasicTokenizer(do_lower_case=_snake_case							,    never_split=['[UNK]']			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      ['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

  lowerCAmelCase  							=      {}
  for i, token in enumerate(_snake_case			):
   lowerCAmelCase  							=      i
  lowerCAmelCase  							=      WordpieceTokenizer(vocab=_snake_case							,    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			):







  """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 					UpperCamelCase__   (			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 					UpperCamelCase__   (			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(' '			)			)



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      self.get_tokenizer()
  lowerCAmelCase  							=      self.get_rust_tokenizer()

  # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
  self.assertListEqual([tokenizer.tokenize(_snake_case			) for t in ['Test', '\xad', 'test']]							,    [['[UNK]'], [], ['[UNK]']]			)

  self.assertListEqual(
      [rust_tokenizer.tokenize(_snake_case			) for t in ['Test', '\xad', 'test']]							,    [['[UNK]'], [], ['[UNK]']]			)



 @slow
 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      self.tokenizer_class.from_pretrained('google/electra-base-discriminator'			)

  lowerCAmelCase  							=      tokenizer.encode('sequence builders'							,    add_special_tokens=_snake_case			)
  lowerCAmelCase  							=      tokenizer.encode('multi-sequence build'							,    add_special_tokens=_snake_case			)

  lowerCAmelCase  							=      tokenizer.build_inputs_with_special_tokens(_snake_case			)
  lowerCAmelCase  							=      tokenizer.build_inputs_with_special_tokens(_snake_case							,    _snake_case			)

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



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
   with self.subTest(F'{tokenizer.__class__.__name__} ({pretrained_name})'			):
    lowerCAmelCase  							=      self.rust_tokenizer_class.from_pretrained(_snake_case							,    **_snake_case			)

    lowerCAmelCase  							=      F'A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'
    lowerCAmelCase  							=      tokenizer_r.encode_plus(
        _snake_case							,    return_attention_mask=_snake_case							,    return_token_type_ids=_snake_case							,    return_offsets_mapping=_snake_case							,    add_special_tokens=_snake_case							,    )

    lowerCAmelCase  							=      tokenizer_r.do_lower_case if hasattr(_snake_case							,    'do_lower_case'			) else False
    lowerCAmelCase  							=      (
        [
            ((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 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      ['的', '人', '有']
  lowerCAmelCase  							=      ''.join(_snake_case			)
  for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
   with self.subTest(F'{tokenizer.__class__.__name__} ({pretrained_name})'			):
    lowerCAmelCase  							=      True
    lowerCAmelCase  							=      self.tokenizer_class.from_pretrained(_snake_case							,    **_snake_case			)
    lowerCAmelCase  							=      self.rust_tokenizer_class.from_pretrained(_snake_case							,    **_snake_case			)

    lowerCAmelCase  							=      tokenizer_p.encode(_snake_case							,    add_special_tokens=_snake_case			)
    lowerCAmelCase  							=      tokenizer_r.encode(_snake_case							,    add_special_tokens=_snake_case			)

    lowerCAmelCase  							=      tokenizer_r.convert_ids_to_tokens(_snake_case			)
    lowerCAmelCase  							=      tokenizer_p.convert_ids_to_tokens(_snake_case			)

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

    lowerCAmelCase  							=      False
    lowerCAmelCase  							=      self.rust_tokenizer_class.from_pretrained(_snake_case							,    **_snake_case			)
    lowerCAmelCase  							=      self.tokenizer_class.from_pretrained(_snake_case							,    **_snake_case			)

    lowerCAmelCase  							=      tokenizer_r.encode(_snake_case							,    add_special_tokens=_snake_case			)
    lowerCAmelCase  							=      tokenizer_p.encode(_snake_case							,    add_special_tokens=_snake_case			)

    lowerCAmelCase  							=      tokenizer_r.convert_ids_to_tokens(_snake_case			)
    lowerCAmelCase  							=      tokenizer_p.convert_ids_to_tokens(_snake_case			)

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












"""simple docstring"""
from ...configuration_utils import PretrainedConfig
from ...utils import is_detectrona_available, logging


__UpperCamelCase			:		List[Any]		    =   logging.get_logger(__name__)

__UpperCamelCase			:		Union[str, Any]		    =   {
    '''layoutlmv2-base-uncased''': '''https://huggingface.co/microsoft/layoutlmv2-base-uncased/resolve/main/config.json''',
    '''layoutlmv2-large-uncased''': '''https://huggingface.co/microsoft/layoutlmv2-large-uncased/resolve/main/config.json''',
    # See all LayoutLMv2 models at https://huggingface.co/models?filter=layoutlmv2
}

# soft dependency
if is_detectrona_available():
       import detectrona







class 	a				(					a__   ):
 snake_case__    	=    '''layoutlmv2'''



 def __init__(			self							,    _snake_case=3_05_22							,    _snake_case=7_68							,    _snake_case=12							,    _snake_case=12							,    _snake_case=30_72							,    _snake_case="gelu"							,    _snake_case=0.1							,    _snake_case=0.1							,    _snake_case=5_12							,    _snake_case=2							,    _snake_case=0.02							,    _snake_case=1E-12							,    _snake_case=0							,    _snake_case=10_24							,    _snake_case=1_28							,    _snake_case=32							,    _snake_case=True							,    _snake_case=2_56							,    _snake_case=64							,    _snake_case=True							,    _snake_case=[7, 7, 2_56]							,    _snake_case=1_28							,    _snake_case=1_28							,    _snake_case=True							,    _snake_case=True							,    _snake_case=False							,    _snake_case=None							,    **_snake_case							,    ):







  """simple docstring"""






  super().__init__(
      vocab_size=_snake_case							,    hidden_size=_snake_case							,    num_hidden_layers=_snake_case							,    num_attention_heads=_snake_case							,    intermediate_size=_snake_case							,    hidden_act=_snake_case							,    hidden_dropout_prob=_snake_case							,    attention_probs_dropout_prob=_snake_case							,    max_position_embeddings=_snake_case							,    type_vocab_size=_snake_case							,    initializer_range=_snake_case							,    layer_norm_eps=_snake_case							,    pad_token_id=_snake_case							,    **_snake_case							,    )
  lowerCAmelCase  							=      max_ad_position_embeddings
  lowerCAmelCase  							=      max_rel_pos
  lowerCAmelCase  							=      rel_pos_bins
  lowerCAmelCase  							=      fast_qkv
  lowerCAmelCase  							=      max_rel_ad_pos
  lowerCAmelCase  							=      rel_ad_pos_bins
  lowerCAmelCase  							=      convert_sync_batchnorm
  lowerCAmelCase  							=      image_feature_pool_shape
  lowerCAmelCase  							=      coordinate_size
  lowerCAmelCase  							=      shape_size
  lowerCAmelCase  							=      has_relative_attention_bias
  lowerCAmelCase  							=      has_spatial_attention_bias
  lowerCAmelCase  							=      has_visual_segment_embedding
  lowerCAmelCase  							=      (
      detectrona_config_args if detectrona_config_args is not None else self.get_default_detectrona_config()
  )



 @classmethod
 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  return {
      "MODEL.MASK_ON": True,
      "MODEL.PIXEL_STD": [57.375, 57.120, 58.395],
      "MODEL.BACKBONE.NAME": "build_resnet_fpn_backbone",
      "MODEL.FPN.IN_FEATURES": ["res2", "res3", "res4", "res5"],
      "MODEL.ANCHOR_GENERATOR.SIZES": [[32], [64], [1_28], [2_56], [5_12]],
      "MODEL.RPN.IN_FEATURES": ["p2", "p3", "p4", "p5", "p6"],
      "MODEL.RPN.PRE_NMS_TOPK_TRAIN": 20_00,
      "MODEL.RPN.PRE_NMS_TOPK_TEST": 10_00,
      "MODEL.RPN.POST_NMS_TOPK_TRAIN": 10_00,
      "MODEL.POST_NMS_TOPK_TEST": 10_00,
      "MODEL.ROI_HEADS.NAME": "StandardROIHeads",
      "MODEL.ROI_HEADS.NUM_CLASSES": 5,
      "MODEL.ROI_HEADS.IN_FEATURES": ["p2", "p3", "p4", "p5"],
      "MODEL.ROI_BOX_HEAD.NAME": "FastRCNNConvFCHead",
      "MODEL.ROI_BOX_HEAD.NUM_FC": 2,
      "MODEL.ROI_BOX_HEAD.POOLER_RESOLUTION": 14,
      "MODEL.ROI_MASK_HEAD.NAME": "MaskRCNNConvUpsampleHead",
      "MODEL.ROI_MASK_HEAD.NUM_CONV": 4,
      "MODEL.ROI_MASK_HEAD.POOLER_RESOLUTION": 7,
      "MODEL.RESNETS.DEPTH": 1_01,
      "MODEL.RESNETS.SIZES": [[32], [64], [1_28], [2_56], [5_12]],
      "MODEL.RESNETS.ASPECT_RATIOS": [[0.5, 1.0, 2.0]],
      "MODEL.RESNETS.OUT_FEATURES": ["res2", "res3", "res4", "res5"],
      "MODEL.RESNETS.NUM_GROUPS": 32,
      "MODEL.RESNETS.WIDTH_PER_GROUP": 8,
      "MODEL.RESNETS.STRIDE_IN_1X1": False,
  }



 def 					UpperCamelCase__   (			self			):







  """simple docstring"""






  lowerCAmelCase  							=      detectrona.config.get_cfg()
  for k, v in self.detectrona_config_args.items():
   lowerCAmelCase  							=      k.split('.'			)
   lowerCAmelCase  							=      detectrona_config
   for attribute in attributes[:-1]:
    lowerCAmelCase  							=      getattr(_snake_case							,    _snake_case			)
   setattr(_snake_case							,    attributes[-1]							,    _snake_case			)

  return detectrona_config





