






'''simple docstring'''
import argparse
import os
import sys
import urllib.request
import zipfile


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

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

def 							a	(   _UpperCAmelCase					,  _UpperCAmelCase )				->				Tuple:






     """simple docstring"""







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

def 							a	(   _UpperCAmelCase					,  _UpperCAmelCase )				->				str:






     """simple docstring"""







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

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

     with open(_UpperCAmelCase					,  encoding='utf8' ) as data_fh, open(
         os.path.join(_UpperCAmelCase					,  'train.tsv' )					,  'w'					,  encoding='utf8' ) as train_fh, open(os.path.join(_UpperCAmelCase					,  'dev.tsv' )					,  'w'					,  encoding='utf8' ) as dev_fh:
          a_									=   data_fh.readline()
          train_fh.write(_UpperCAmelCase )
          dev_fh.write(_UpperCAmelCase )
          for row in data_fh:
               a_									=   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(_UpperCAmelCase					,  encoding='utf8' ) as data_fh, open(
         os.path.join(_UpperCAmelCase					,  'test.tsv' )					,  'w'					,  encoding='utf8' ) as test_fh:
          a_									=   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(_UpperCAmelCase ):
               a_									=   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	(   _UpperCAmelCase )				->				List[str]:






     """simple docstring"""







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

def 							a	(   _UpperCAmelCase )				->				Union[str, Any]:






     """simple docstring"""







     a_									=   task_names.split(',' )
     if "all" in task_names:
          a_									=   TASKS
     else:
          a_									=   []
          for task_name in task_names:
               if task_name not in TASKS:
                    raise ValueError(F'''Task {task_name} not found!''' )
               tasks.append(_UpperCAmelCase )
     return tasks

def 							a	(   _UpperCAmelCase )				->				Optional[int]:






     """simple docstring"""







     a_									=   argparse.ArgumentParser()
     parser.add_argument('--data_dir'					,  help='directory to save data to'					,  type=_UpperCAmelCase					,  default='glue_data' )
     parser.add_argument(
         '--tasks'					,  help='tasks to download data for as a comma separated string'					,  type=_UpperCAmelCase					,  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=_UpperCAmelCase					,  default=''					,  )
     a_									=   parser.parse_args(_UpperCAmelCase )

     if not os.path.isdir(args.data_dir ):
          os.mkdir(args.data_dir )
     a_									=   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(_UpperCAmelCase					,  args.data_dir )


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









'''simple docstring'''
def 							a	(   _UpperCAmelCase					,  _UpperCAmelCase					,  _UpperCAmelCase )				->				list[int]:






					"""simple docstring"""







					if hue < 0 or hue > 3_6_0:
										raise Exception('hue should be between 0 and 360' )

					if saturation < 0 or saturation > 1:
										raise Exception('saturation should be between 0 and 1' )

					if value < 0 or value > 1:
										raise Exception('value should be between 0 and 1' )

					a_									=   value * saturation
					a_									=   hue / 6_0
					a_									=   chroma * (1 - abs(hue_section % 2 - 1 ))
					a_									=   value - chroma

					if hue_section >= 0 and hue_section <= 1:
										a_									=   round(2_5_5 * (chroma + match_value) )
										a_									=   round(2_5_5 * (second_largest_component + match_value) )
										a_									=   round(2_5_5 * (match_value) )
					elif hue_section > 1 and hue_section <= 2:
										a_									=   round(2_5_5 * (second_largest_component + match_value) )
										a_									=   round(2_5_5 * (chroma + match_value) )
										a_									=   round(2_5_5 * (match_value) )
					elif hue_section > 2 and hue_section <= 3:
										a_									=   round(2_5_5 * (match_value) )
										a_									=   round(2_5_5 * (chroma + match_value) )
										a_									=   round(2_5_5 * (second_largest_component + match_value) )
					elif hue_section > 3 and hue_section <= 4:
										a_									=   round(2_5_5 * (match_value) )
										a_									=   round(2_5_5 * (second_largest_component + match_value) )
										a_									=   round(2_5_5 * (chroma + match_value) )
					elif hue_section > 4 and hue_section <= 5:
										a_									=   round(2_5_5 * (second_largest_component + match_value) )
										a_									=   round(2_5_5 * (match_value) )
										a_									=   round(2_5_5 * (chroma + match_value) )
					else:
										a_									=   round(2_5_5 * (chroma + match_value) )
										a_									=   round(2_5_5 * (match_value) )
										a_									=   round(2_5_5 * (second_largest_component + match_value) )

					return [red, green, blue]

def 							a	(   _UpperCAmelCase					,  _UpperCAmelCase					,  _UpperCAmelCase )				->				list[float]:






					"""simple docstring"""







					if red < 0 or red > 2_5_5:
										raise Exception('red should be between 0 and 255' )

					if green < 0 or green > 2_5_5:
										raise Exception('green should be between 0 and 255' )

					if blue < 0 or blue > 2_5_5:
										raise Exception('blue should be between 0 and 255' )

					a_									=   red / 2_5_5
					a_									=   green / 2_5_5
					a_									=   blue / 2_5_5
					a_									=   max(_UpperCAmelCase					,  _UpperCAmelCase					,  _UpperCAmelCase )
					a_									=   value - min(_UpperCAmelCase					,  _UpperCAmelCase					,  _UpperCAmelCase )
					a_									=   0 if value == 0 else chroma / value

					if chroma == 0:
										a_									=   0.0
					elif value == float_red:
										a_									=   6_0 * (0 + (float_green - float_blue) / chroma)
					elif value == float_green:
										a_									=   6_0 * (2 + (float_blue - float_red) / chroma)
					else:
										a_									=   6_0 * (4 + (float_red - float_green) / chroma)

					a_									=   (hue + 3_6_0) % 3_6_0

					return [hue, saturation, value]





def 							a	(   _UpperCAmelCase					,  _UpperCAmelCase )				->				bool:






					"""simple docstring"""







					a_									=   abs(hsv_a[0] - hsv_a[0] ) < 0.2
					a_									=   abs(hsv_a[1] - hsv_a[1] ) < 0.0_0_2
					a_									=   abs(hsv_a[2] - hsv_a[2] ) < 0.0_0_2

					return check_hue and check_saturation and check_value

