

import argparse
import os
import sys
import urllib.request
import zipfile


_a			=       ['''CoLA''', '''SST''', '''MRPC''', '''QQP''', '''STS''', '''MNLI''', '''SNLI''', '''QNLI''', '''RTE''', '''WNLI''', '''diagnostic''']
_a			=       {
    '''CoLA''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FCoLA.zip?alt=media&token=46d5e637-3411-4188-bc44-5809b5bfb5f4''',
    '''SST''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FSST-2.zip?alt=media&token=aabc5f6b-e466-44a2-b9b4-cf6337f84ac8''',
    '''MRPC''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2Fmrpc_dev_ids.tsv?alt=media&token=ec5c0836-31d5-48f4-b431-7480817f1adc''',
    '''QQP''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FQQP.zip?alt=media&token=700c6acf-160d-4d89-81d1-de4191d02cb5''',
    '''STS''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FSTS-B.zip?alt=media&token=bddb94a7-8706-4e0d-a694-1109e12273b5''',
    '''MNLI''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FMNLI.zip?alt=media&token=50329ea1-e339-40e2-809c-10c40afff3ce''',
    '''SNLI''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FSNLI.zip?alt=media&token=4afcfbb2-ff0c-4b2d-a09a-dbf07926f4df''',
    '''QNLI''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FQNLIv2.zip?alt=media&token=6fdcf570-0fc5-4631-8456-9505272d1601''',
    '''RTE''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FRTE.zip?alt=media&token=5efa7e85-a0bb-4f19-8ea2-9e1840f077fb''',
    '''WNLI''': '''https://firebasestorage.googleapis.com/v0/b/mtl-sentence-representations.appspot.com/o/data%2FWNLI.zip?alt=media&token=068ad0a0-ded7-4bd7-99a5-5e00222e0faf''',
    '''diagnostic''': '''https://storage.googleapis.com/mtl-sentence-representations.appspot.com/tsvsWithoutLabels%2FAX.tsv?GoogleAccessId=firebase-adminsdk-0khhl@mtl-sentence-representations.iam.gserviceaccount.com&Expires=2498860800&Signature=DuQ2CSPt2Yfre0C%2BiISrVYrIFaZH1Lc7hBVZDD4ZyR7fZYOMNOUGpi8QxBmTNOrNPjR3z1cggo7WXFfrgECP6FBJSsURv8Ybrue8Ypt%2FTPxbuJ0Xc2FhDi%2BarnecCBFO77RSbfuz%2Bs95hRrYhTnByqu3U%2FYZPaj3tZt5QdfpH2IUROY8LiBXoXS46LE%2FgOQc%2FKN%2BA9SoscRDYsnxHfG0IjXGwHN%2Bf88q6hOmAxeNPx6moDulUF6XMUAaXCSFU%2BnRO2RDL9CapWxj%2BDl7syNyHhB7987hZ80B%2FwFkQ3MEs8auvt5XW1%2Bd4aCU7ytgM69r8JDCwibfhZxpaa4gd50QXQ%3D%3D''',
}

_a			=       '''https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_train.txt'''
_a			=       '''https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_test.txt'''







def _a			(	SCREAMING_SNAKE_CASE		:      Tuple   , SCREAMING_SNAKE_CASE		:      Optional[int]		)   ->   List[Any]:

 """simple docstring"""






 print(f'''Downloading and extracting {task}...'''		)
 __lowerCAmelCase:       Any            =				f'''{task}.zip'''
 urllib.request.urlretrieve(TASKaPATH[task]   , SCREAMING_SNAKE_CASE		)
 with zipfile.ZipFile(SCREAMING_SNAKE_CASE		) as zip_ref:
  zip_ref.extractall(SCREAMING_SNAKE_CASE		)
 os.remove(SCREAMING_SNAKE_CASE		)
 print('\tCompleted!'		)







def _a			(	SCREAMING_SNAKE_CASE		:      Union[str, Any]   , SCREAMING_SNAKE_CASE		:      List[str]		)   ->   Any:

 """simple docstring"""






 print('Processing MRPC...'		)
 __lowerCAmelCase:       Union[str, Any]            =				os.path.join(SCREAMING_SNAKE_CASE   , 'MRPC'		)
 if not os.path.isdir(SCREAMING_SNAKE_CASE		):
  os.mkdir(SCREAMING_SNAKE_CASE		)
 if path_to_data:
  __lowerCAmelCase:       Union[str, Any]            =				os.path.join(SCREAMING_SNAKE_CASE   , 'msr_paraphrase_train.txt'		)
  __lowerCAmelCase:       Any            =				os.path.join(SCREAMING_SNAKE_CASE   , 'msr_paraphrase_test.txt'		)
 else:
  print('Local MRPC data not specified, downloading data from %s' % MRPC_TRAIN		)
  __lowerCAmelCase:       Optional[Any]            =				os.path.join(SCREAMING_SNAKE_CASE   , 'msr_paraphrase_train.txt'		)
  __lowerCAmelCase:       str            =				os.path.join(SCREAMING_SNAKE_CASE   , 'msr_paraphrase_test.txt'		)
  urllib.request.urlretrieve(SCREAMING_SNAKE_CASE   , SCREAMING_SNAKE_CASE		)
  urllib.request.urlretrieve(SCREAMING_SNAKE_CASE   , SCREAMING_SNAKE_CASE		)
 if not os.path.isfile(SCREAMING_SNAKE_CASE		):
  raise ValueError(f'''Train data not found at {mrpc_train_file}'''		)
 if not os.path.isfile(SCREAMING_SNAKE_CASE		):
  raise ValueError(f'''Test data not found at {mrpc_test_file}'''		)
 urllib.request.urlretrieve(TASKaPATH['MRPC']   , os.path.join(SCREAMING_SNAKE_CASE   , 'dev_ids.tsv'		)		)

 __lowerCAmelCase:       Union[str, Any]            =				[]
 with open(os.path.join(SCREAMING_SNAKE_CASE   , 'dev_ids.tsv'		)   , encoding='utf8'		) as ids_fh:
  for row in ids_fh:
   dev_ids.append(row.strip().split('\t'		)		)

 with open(SCREAMING_SNAKE_CASE   , encoding='utf8'		) as data_fh, open(
     os.path.join(SCREAMING_SNAKE_CASE   , 'train.tsv'		)   , 'w'   , encoding='utf8'		) as train_fh, open(os.path.join(SCREAMING_SNAKE_CASE   , 'dev.tsv'		)   , 'w'   , encoding='utf8'		) as dev_fh:
  __lowerCAmelCase:       Dict            =				data_fh.readline()
  train_fh.write(SCREAMING_SNAKE_CASE		)
  dev_fh.write(SCREAMING_SNAKE_CASE		)
  for row in data_fh:
   __lowerCAmelCase     ,							__lowerCAmelCase     ,							__lowerCAmelCase     ,							__lowerCAmelCase     ,							__lowerCAmelCase:       List[Any]            =				row.strip().split('\t'		)
   if [ida, ida] in dev_ids:
    dev_fh.write('%s\t%s\t%s\t%s\t%s\n' % (label, ida, ida, sa, sa)		)
   else:
    train_fh.write('%s\t%s\t%s\t%s\t%s\n' % (label, ida, ida, sa, sa)		)

 with open(SCREAMING_SNAKE_CASE   , encoding='utf8'		) as data_fh, open(
     os.path.join(SCREAMING_SNAKE_CASE   , 'test.tsv'		)   , 'w'   , encoding='utf8'		) as test_fh:
  __lowerCAmelCase:       List[Any]            =				data_fh.readline()
  test_fh.write('index\t#1 ID\t#2 ID\t#1 String\t#2 String\n'		)
  for idx, row in enumerate(SCREAMING_SNAKE_CASE		):
   __lowerCAmelCase     ,							__lowerCAmelCase     ,							__lowerCAmelCase     ,							__lowerCAmelCase     ,							__lowerCAmelCase:       Union[str, Any]            =				row.strip().split('\t'		)
   test_fh.write('%d\t%s\t%s\t%s\t%s\n' % (idx, ida, ida, sa, sa)		)
 print('\tCompleted!'		)







def _a			(	SCREAMING_SNAKE_CASE		:      Optional[int]		)   ->   int:

 """simple docstring"""






 print('Downloading and extracting diagnostic...'		)
 if not os.path.isdir(os.path.join(SCREAMING_SNAKE_CASE   , 'diagnostic'		)		):
  os.mkdir(os.path.join(SCREAMING_SNAKE_CASE   , 'diagnostic'		)		)
 __lowerCAmelCase:       Optional[int]            =				os.path.join(SCREAMING_SNAKE_CASE   , 'diagnostic'   , 'diagnostic.tsv'		)
 urllib.request.urlretrieve(TASKaPATH['diagnostic']   , SCREAMING_SNAKE_CASE		)
 print('\tCompleted!'		)
 return







def _a			(	SCREAMING_SNAKE_CASE		:      Optional[int]		)   ->   Tuple:

 """simple docstring"""






 __lowerCAmelCase:       Optional[int]            =				task_names.split(','		)
 if "all" in task_names:
  __lowerCAmelCase:       Tuple            =				TASKS
 else:
  __lowerCAmelCase:       Optional[int]            =				[]
  for task_name in task_names:
   if task_name not in TASKS:
    raise ValueError(f'''Task {task_name} not found!'''		)
   tasks.append(SCREAMING_SNAKE_CASE		)
 return tasks







def _a			(	SCREAMING_SNAKE_CASE		:      int		)   ->   Tuple:

 """simple docstring"""






 __lowerCAmelCase:       Union[str, Any]            =				argparse.ArgumentParser()
 parser.add_argument('--data_dir'   , help='directory to save data to'   , type=SCREAMING_SNAKE_CASE   , default='glue_data'		)
 parser.add_argument(
     '--tasks'   , help='tasks to download data for as a comma separated string'   , type=SCREAMING_SNAKE_CASE   , default='all'		)
 parser.add_argument(
     '--path_to_mrpc'   , help='path to directory containing extracted MRPC data, msr_paraphrase_train.txt and msr_paraphrase_text.txt'   , type=SCREAMING_SNAKE_CASE   , default=''   , )
 __lowerCAmelCase:       Optional[Any]            =				parser.parse_args(SCREAMING_SNAKE_CASE		)

 if not os.path.isdir(args.data_dir		):
  os.mkdir(args.data_dir		)
 __lowerCAmelCase:       Optional[Any]            =				get_tasks(args.tasks		)

 for task in tasks:
  if task == "MRPC":
   format_mrpc(args.data_dir   , args.path_to_mrpc		)
  elif task == "diagnostic":
   download_diagnostic(args.data_dir		)
  else:
   download_and_extract(SCREAMING_SNAKE_CASE   , args.data_dir		)


if __name__ == "__main__":
  sys.exit(main(sys.argv[1:]))








import torch

from transformers import PreTrainedModel

from .custom_configuration import CustomConfig, NoSuperInitConfig






class 							A_			(		snake_case__ ):
     _lowercase      :					Any       =     CustomConfig


     def __init__(							self      :		List[Any]      ,  UpperCAmelCase      :		Optional[Any] )							->     int:
      super().__init__(UpperCAmelCase )
      __lowerCAmelCase:       Tuple            =				torch.nn.Linear(config.hidden_size      ,  config.hidden_size )


     def   UpperCAmelCase  (							self      :		Optional[int]      ,  UpperCAmelCase      :		Tuple )							->     Union[str, Any]:
      return self.linear(UpperCAmelCase )


     def   UpperCAmelCase  (							self      :		str      ,  UpperCAmelCase      :		str )							->     Optional[int]:
      pass







class 							A_			(		snake_case__ ):
     _lowercase      :					str       =     NoSuperInitConfig


     def __init__(							self      :		List[Any]      ,  UpperCAmelCase      :		Union[str, Any] )							->     int:
      super().__init__(UpperCAmelCase )
      __lowerCAmelCase:       int            =				torch.nn.Linear(config.attribute      ,  config.attribute )


     def   UpperCAmelCase  (							self      :		Tuple      ,  UpperCAmelCase      :		Tuple )							->     Tuple:
      return self.linear(UpperCAmelCase )


     def   UpperCAmelCase  (							self      :		Optional[Any]      ,  UpperCAmelCase      :		Any )							->     str:
      pass





