code: 
  import argparse
  import os
  import sys
  import urllib.request
  import zipfile
  
  
  snake_case				:	int							   =						["CoLA", "SST", "MRPC", "QQP", "STS", "MNLI", "SNLI", "QNLI", "RTE", "WNLI", "diagnostic"]
  snake_case				:	Union[str, Any]							   =						{
      "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",
  }
  
  snake_case				:	Optional[Any]							   =						"https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_train.txt"
  snake_case				:	Dict							   =						"https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_test.txt"
  
  
  
  
  
  
  def 						lowerCAmelCase_		(      _snake_case   :						Union[str, Any]   ,     _snake_case   :						int     )       ->	Tuple:
  
  
  
  
  
  
  
  	'''simple docstring'''
  
  
  	print(F'''Downloading and extracting {task}...'''     )
  	__magic_name__	:	List[str]			     =  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 						lowerCAmelCase_		(      _snake_case   :						int   ,     _snake_case   :						Union[str, Any]     )       ->	Dict:
  
  
  
  
  
  
  
  	'''simple docstring'''
  
  
  	print("Processing MRPC..."     )
  	__magic_name__	:	List[Any]			     =  os.path.join(_snake_case   ,     "MRPC"     )
  	if not os.path.isdir(_snake_case     ):
  		os.mkdir(_snake_case     )
  	if path_to_data:
  		__magic_name__	:	str			     =  os.path.join(_snake_case   ,     "msr_paraphrase_train.txt"     )
  		__magic_name__	:	List[str]			     =  os.path.join(_snake_case   ,     "msr_paraphrase_test.txt"     )
  	else:
  		print("Local MRPC data not specified, downloading data from %s" % MRPC_TRAIN     )
  		__magic_name__	:	Dict			     =  os.path.join(_snake_case   ,     "msr_paraphrase_train.txt"     )
  		__magic_name__	:	int			     =  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"     )     )
  
  	__magic_name__	:	int			     =  []
  	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:
  		__magic_name__	:	str			     =  data_fh.readline()
  		train_fh.write(_snake_case     )
  		dev_fh.write(_snake_case     )
  		for row in data_fh:
  			__magic_name__	:	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(_snake_case   ,     encoding="utf8"     ) as data_fh, open(
  	    os.path.join(_snake_case   ,     "test.tsv"     )   ,     "w"   ,     encoding="utf8"     ) as test_fh:
  		__magic_name__	:	Optional[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(_snake_case     ):
  			__magic_name__	:	List[str]			     =  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 						lowerCAmelCase_		(      _snake_case   :						Optional[Any]     )       ->	int:
  
  
  
  
  
  
  
  	'''simple docstring'''
  
  
  	print("Downloading and extracting diagnostic..."     )
  	if not os.path.isdir(os.path.join(_snake_case   ,     "diagnostic"     )     ):
  		os.mkdir(os.path.join(_snake_case   ,     "diagnostic"     )     )
  	__magic_name__	:	str			     =  os.path.join(_snake_case   ,     "diagnostic"   ,     "diagnostic.tsv"     )
  	urllib.request.urlretrieve(TASKaPATH["diagnostic"]   ,     _snake_case     )
  	print("\tCompleted!"     )
  	return
  
  
  
  
  
  
  def 						lowerCAmelCase_		(      _snake_case   :						str     )       ->	Tuple:
  
  
  
  
  
  
  
  	'''simple docstring'''
  
  
  	__magic_name__	:	Optional[Any]			     =  task_names.split(","     )
  	if "all" in task_names:
  		__magic_name__	:	List[str]			     =  TASKS
  	else:
  		__magic_name__	:	Dict			     =  []
  		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 						lowerCAmelCase_		(      _snake_case   :						Optional[Any]     )       ->	List[str]:
  
  
  
  
  
  
  
  	'''simple docstring'''
  
  
  	__magic_name__	:	List[str]			     =  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=""   ,     )
  	__magic_name__	:	Optional[Any]			     =  parser.parse_args(_snake_case     )
  
  	if not os.path.isdir(args.data_dir     ):
  		os.mkdir(args.data_dir     )
  	__magic_name__	:	List[str]			     =  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:]))
  
  
  
  
  
  
style_context: 
  from __future__ import annotations
  
  snake_case				:	List[str]							   =						"Alexander Joslin"
  
  
  
  
  
  
  def 						lowerCAmelCase_		(      _snake_case   :						int     )       ->	int:
  
  
  
  
  
  
  
  	'''simple docstring'''
  
  
  	if number <= 0:
  		__magic_name__	:	int			     =  F'''n must be greater than 0. Got n = {number}'''
  		raise ValueError(_snake_case     )
  
  	__magic_name__	:	List[str]			     =  [number + 1] * (number + 1)
  
  	# starting position
  	__magic_name__	:	Any			     =  0
  	for i in range(1   ,     _snake_case     ):
  		__magic_name__	:	Optional[int]			     =  min(table[i + 1]   ,     table[i] + 1     )
  		# check if out of bounds
  		if i * 2 <= number:
  			__magic_name__	:	str			     =  min(table[i * 2]   ,     table[i] + 1     )
  		# check if out of bounds
  		if i * 3 <= number:
  			__magic_name__	:	Any			     =  min(table[i * 3]   ,     table[i] + 1     )
  	return table[number]
  
  
  if __name__ == "__main__":
  				import doctest
  
  				doctest.testmod()
  