

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


_UpperCamelCase			       =			['''CoLA''', '''SST''', '''MRPC''', '''QQP''', '''STS''', '''MNLI''', '''SNLI''', '''QNLI''', '''RTE''', '''WNLI''', '''diagnostic''']
_UpperCamelCase			       =			{
    '''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''',
}

_UpperCamelCase			       =			'''https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_train.txt'''
_UpperCamelCase			       =			'''https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_test.txt'''
def 						UpperCamelCase_(			snake_case__:  List[str]  ,    snake_case__:  Union[str, Any]   )       -> Any:
 print(f"Downloading and extracting {task}..."   )
 UpperCAmelCase__							=				f"{task}.zip"
 urllib.request.urlretrieve(TASKaPATH[task]  ,    snake_case__   )
 with zipfile.ZipFile(snake_case__   ) as zip_ref:
  zip_ref.extractall(snake_case__   )
 os.remove(snake_case__   )
 print('\tCompleted!'   )
def 						UpperCamelCase_(			snake_case__:  Union[str, Any]  ,    snake_case__:  Any   )       -> int:
 print('Processing MRPC...'   )
 UpperCAmelCase__							=				os.path.join(snake_case__  ,    'MRPC'   )
 if not os.path.isdir(snake_case__   ):
  os.mkdir(snake_case__   )
 if path_to_data:
  UpperCAmelCase__							=				os.path.join(snake_case__  ,    'msr_paraphrase_train.txt'   )
  UpperCAmelCase__							=				os.path.join(snake_case__  ,    'msr_paraphrase_test.txt'   )
 else:
  print('Local MRPC data not specified, downloading data from %s' % MRPC_TRAIN   )
  UpperCAmelCase__							=				os.path.join(snake_case__  ,    'msr_paraphrase_train.txt'   )
  UpperCAmelCase__							=				os.path.join(snake_case__  ,    'msr_paraphrase_test.txt'   )
  urllib.request.urlretrieve(snake_case__  ,    snake_case__   )
  urllib.request.urlretrieve(snake_case__  ,    snake_case__   )
 if not os.path.isfile(snake_case__   ):
  raise ValueError(f"Train data not found at {mrpc_train_file}"   )
 if not os.path.isfile(snake_case__   ):
  raise ValueError(f"Test data not found at {mrpc_test_file}"   )
 urllib.request.urlretrieve(TASKaPATH['MRPC']  ,    os.path.join(snake_case__  ,    'dev_ids.tsv'   )   )

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

 with open(snake_case__  ,    encoding='utf8'   ) as data_fh, open(
     os.path.join(snake_case__  ,    'train.tsv'   )  ,    'w'  ,    encoding='utf8'   ) as train_fh, open(os.path.join(snake_case__  ,    'dev.tsv'   )  ,    'w'  ,    encoding='utf8'   ) as dev_fh:
  UpperCAmelCase__							=				data_fh.readline()
  train_fh.write(snake_case__   )
  dev_fh.write(snake_case__   )
  for row in data_fh:
   UpperCAmelCase__				,    UpperCAmelCase__				,    UpperCAmelCase__				,    UpperCAmelCase__				,    UpperCAmelCase__							=				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(snake_case__  ,    encoding='utf8'   ) as data_fh, open(
     os.path.join(snake_case__  ,    'test.tsv'   )  ,    'w'  ,    encoding='utf8'   ) as test_fh:
  UpperCAmelCase__							=				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(snake_case__   ):
   UpperCAmelCase__				,    UpperCAmelCase__				,    UpperCAmelCase__				,    UpperCAmelCase__				,    UpperCAmelCase__							=				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 						UpperCamelCase_(			snake_case__:  Union[str, Any]   )       -> Optional[int]:
 print('Downloading and extracting diagnostic...'   )
 if not os.path.isdir(os.path.join(snake_case__  ,    'diagnostic'   )   ):
  os.mkdir(os.path.join(snake_case__  ,    'diagnostic'   )   )
 UpperCAmelCase__							=				os.path.join(snake_case__  ,    'diagnostic'  ,    'diagnostic.tsv'   )
 urllib.request.urlretrieve(TASKaPATH['diagnostic']  ,    snake_case__   )
 print('\tCompleted!'   )
 return
def 						UpperCamelCase_(			snake_case__:  Dict   )       -> Dict:
 UpperCAmelCase__							=				task_names.split(','   )
 if "all" in task_names:
  UpperCAmelCase__							=				TASKS
 else:
  UpperCAmelCase__							=				[]
  for task_name in task_names:
   if task_name not in TASKS:
    raise ValueError(f"Task {task_name} not found!"   )
   tasks.append(snake_case__   )
 return tasks
def 						UpperCamelCase_(			snake_case__:  Dict   )       -> Union[str, Any]:
 UpperCAmelCase__							=				argparse.ArgumentParser()
 parser.add_argument('--data_dir'  ,    help='directory to save data to'  ,    type=snake_case__  ,    default='glue_data'   )
 parser.add_argument(
     '--tasks'  ,    help='tasks to download data for as a comma separated string'  ,    type=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=snake_case__  ,    default=''  ,    )
 UpperCAmelCase__							=				parser.parse_args(snake_case__   )

 if not os.path.isdir(args.data_dir   ):
  os.mkdir(args.data_dir   )
 UpperCAmelCase__							=				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(snake_case__  ,    args.data_dir   )


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






def 						UpperCamelCase_(			snake_case__:  list   )       -> list:
 UpperCAmelCase__							=				len(snake_case__   )

 # Set the gap value to be decreased by a factor of 1.3
 # after each iteration
 UpperCAmelCase__							=				1.3

 # Continue sorting until the gap is 1
 while gap > 1:
  # Decrease the gap value
  UpperCAmelCase__							=				int(gap / shrink   )

  # Sort the elements using insertion sort
  for i in range(snake_case__  ,    len(snake_case__   )   ):
   UpperCAmelCase__							=				collection[i]
   UpperCAmelCase__							=				i
   while j >= gap and collection[j - gap] > temp:
    UpperCAmelCase__							=				collection[j - gap]
    j -= gap
   UpperCAmelCase__							=				temp

 return collection


if __name__ == "__main__":
 import doctest

 doctest.testmod()



