


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 		_UpperCAmelCase							(     SCREAMING_SNAKE_CASE__     :   int     ,	SCREAMING_SNAKE_CASE__     :   List[str]							):
     print(F'Downloading and extracting {task}...'							)
     __UpperCamelCase       				=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 		_UpperCAmelCase							(     SCREAMING_SNAKE_CASE__     :   List[Any]     ,	SCREAMING_SNAKE_CASE__     :   Optional[int]							):
     print('Processing MRPC...'							)
     __UpperCamelCase       				=os.path.join(SCREAMING_SNAKE_CASE__     ,	'MRPC'							)
     if not os.path.isdir(SCREAMING_SNAKE_CASE__							):
          os.mkdir(SCREAMING_SNAKE_CASE__							)
     if path_to_data:
          __UpperCamelCase       				=os.path.join(SCREAMING_SNAKE_CASE__     ,	'msr_paraphrase_train.txt'							)
          __UpperCamelCase       				=os.path.join(SCREAMING_SNAKE_CASE__     ,	'msr_paraphrase_test.txt'							)
     else:
          print('Local MRPC data not specified, downloading data from %s' % MRPC_TRAIN							)
          __UpperCamelCase       				=os.path.join(SCREAMING_SNAKE_CASE__     ,	'msr_paraphrase_train.txt'							)
          __UpperCamelCase       				=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'							)							)

     __UpperCamelCase       				=[]
     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:
          __UpperCamelCase       				=data_fh.readline()
          train_fh.write(SCREAMING_SNAKE_CASE__							)
          dev_fh.write(SCREAMING_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(SCREAMING_SNAKE_CASE__     ,	encoding='utf8'							) as data_fh, open(
         os.path.join(SCREAMING_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(SCREAMING_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							(     SCREAMING_SNAKE_CASE__     :   str							):
     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'							)							)
     __UpperCamelCase       				=os.path.join(SCREAMING_SNAKE_CASE__     ,	'diagnostic'     ,	'diagnostic.tsv'							)
     urllib.request.urlretrieve(TASKaPATH['diagnostic']     ,	SCREAMING_SNAKE_CASE__							)
     print('\tCompleted!'							)
     return

def 		_UpperCAmelCase							(     SCREAMING_SNAKE_CASE__     :   Optional[int]							):
     __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(SCREAMING_SNAKE_CASE__							)
     return tasks

def 		_UpperCAmelCase							(     SCREAMING_SNAKE_CASE__     :   Any							):
     __UpperCamelCase       				=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=''     ,	)
     __UpperCamelCase       				=parser.parse_args(SCREAMING_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(SCREAMING_SNAKE_CASE__     ,	args.data_dir							)


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









import math

def 		_UpperCAmelCase							(     SCREAMING_SNAKE_CASE__     :   int							):
     __UpperCamelCase       				=math.log(2     ,	10							) * number
     __UpperCamelCase       				=round((log_number - int(SCREAMING_SNAKE_CASE__							))     ,	15							)

     return difference

def 		_UpperCAmelCase							(     SCREAMING_SNAKE_CASE__     :   int = 67_89_10							):
     __UpperCamelCase       				=90
     __UpperCamelCase       				=0

     __UpperCamelCase       				=math.log(1.23     ,	10							)
     __UpperCamelCase       				=math.log(1.24     ,	10							)
     __UpperCamelCase       				=0

     while position < number:
          __UpperCamelCase       				=log_difference(SCREAMING_SNAKE_CASE__							)

          if difference >= upper_limit:
               power_iterator += 93

          elif difference < lower_limit:
               power_iterator += 1_96

          else:
               __UpperCamelCase       				=power_iterator
               power_iterator += 1_96
               position += 1

     return previous_power


if __name__ == "__main__":
   import doctest

   doctest.testmod()

   print(f"""{solution() = }""")





