


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			):
     print(F'''Downloading and extracting {task}...'''			)
     a_     :  Union[str, Any]				      =     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			):
     print("""Processing MRPC..."""			)
     a_     :  Tuple				      =     os.path.join(__UpperCamelCase	,	"""MRPC"""			)
     if not os.path.isdir(__UpperCamelCase			):
          os.mkdir(__UpperCamelCase			)
     if path_to_data:
          a_     :  Any				      =     os.path.join(__UpperCamelCase	,	"""msr_paraphrase_train.txt"""			)
          a_     :  Optional[int]				      =     os.path.join(__UpperCamelCase	,	"""msr_paraphrase_test.txt"""			)
     else:
          print("""Local MRPC data not specified, downloading data from %s""" % MRPC_TRAIN			)
          a_     :  List[Any]				      =     os.path.join(__UpperCamelCase	,	"""msr_paraphrase_train.txt"""			)
          a_     :  Dict				      =     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_     :  List[str]				      =     []
     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_     :  str				      =     data_fh.readline()
          train_fh.write(__UpperCamelCase			)
          dev_fh.write(__UpperCamelCase			)
          for row in data_fh:
               a_      ,      a_      ,      a_      ,      a_      ,      a_     :  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(__UpperCamelCase	,	encoding="""utf8"""			) as data_fh, open(
         os.path.join(__UpperCamelCase	,	"""test.tsv"""			)	,	"""w"""	,	encoding="""utf8"""			) as test_fh:
          a_     :  Dict				      =     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_      ,      a_      ,      a_      ,      a_      ,      a_     :  Optional[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      (    __UpperCamelCase			):
     print("""Downloading and extracting diagnostic..."""			)
     if not os.path.isdir(os.path.join(__UpperCamelCase	,	"""diagnostic"""			)			):
          os.mkdir(os.path.join(__UpperCamelCase	,	"""diagnostic"""			)			)
     a_     :  str				      =     os.path.join(__UpperCamelCase	,	"""diagnostic"""	,	"""diagnostic.tsv"""			)
     urllib.request.urlretrieve(TASKaPATH["""diagnostic"""]	,	__UpperCamelCase			)
     print("""\tCompleted!"""			)
     return



def 			_a      (    __UpperCamelCase			):
     a_     :  int				      =     task_names.split(""","""			)
     if "all" in task_names:
          a_     :  Optional[int]				      =     TASKS
     else:
          a_     :  List[str]				      =     []
          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			):
     a_     :  Optional[int]				      =     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_     :  int				      =     parser.parse_args(__UpperCamelCase			)

     if not os.path.isdir(args.data_dir			):
          os.mkdir(args.data_dir			)
     a_     :  Tuple				      =     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:]))







from __future__ import annotations

from abc import abstractmethod
from collections.abc import Iterable
from typing import Generic, Protocol, TypeVar


class 	a__						(    lowerCAmelCase_     ):

       @abstractmethod
       def __lt__( self   :  T   ,				lowerCamelCase_   :  T     ):
            pass

       @abstractmethod
       def __gt__( self   :  T   ,				lowerCamelCase_   :  T     ):
            pass

       @abstractmethod
       def __eq__( self   :  T   ,				lowerCamelCase_   :  object     ):
            pass

__lowerCamelCase   	=  TypeVar('''T''', bound=Comparable)


class 	a__						(    Generic[T]     ):

       def __init__( self   :  Tuple     ):
            a_     :  list[T]				      =     []
            a_     :  int				      =     0

       def __repr__( self   :  Optional[Any]     ):
            return str(self.h     )

       def     UpperCAmelCase( self   :  Dict   ,				lowerCamelCase_   :  int     ):
            if child_idx > 0:
                 return (child_idx - 1) // 2
            return None

       def     UpperCAmelCase( self   :  Any   ,				lowerCamelCase_   :  int     ):
            a_     :  Tuple				      =     2 * parent_idx + 1
            if left_child_index < self.heap_size:
                 return left_child_index
            return None

       def     UpperCAmelCase( self   :  List[Any]   ,				lowerCamelCase_   :  int     ):
            a_     :  List[Any]				      =     2 * parent_idx + 2
            if right_child_index < self.heap_size:
                 return right_child_index
            return None

       def     UpperCAmelCase( self   :  Optional[int]   ,				lowerCamelCase_   :  int     ):
            if index < self.heap_size:
                 a_     :  int				      =     index
                 a_     :  Union[str, Any]				      =     self.left_child_idx(lowerCamelCase_     )
                 a_     :  Optional[int]				      =     self.right_child_idx(lowerCamelCase_     )
                 # check which child is larger than its parent
                 if left_child is not None and self.h[left_child] > self.h[violation]:
                      a_     :  str				      =     left_child
                 if right_child is not None and self.h[right_child] > self.h[violation]:
                      a_     :  List[Any]				      =     right_child
                 # if violation indeed exists
                 if violation != index:
                      # swap to fix the violation
                      a_      ,      a_     :  int				      =     self.h[index], self.h[violation]
                      # fix the subsequent violation recursively if any
                      self.max_heapify(lowerCamelCase_     )

       def     UpperCAmelCase( self   :  List[str]   ,				lowerCamelCase_   :  Iterable[T]     ):
            a_     :  Dict				      =     list(lowerCamelCase_     )
            a_     :  int				      =     len(self.h     )
            if self.heap_size > 1:
                 # max_heapify from right to left but exclude leaves (last level)
                 for i in range(self.heap_size // 2 - 1   ,				-1   ,				-1     ):
                      self.max_heapify(lowerCamelCase_     )

       def     UpperCAmelCase( self   :  Tuple     ):
            if self.heap_size >= 2:
                 a_     :  int				      =     self.h[0]
                 a_     :  Dict				      =     self.h.pop(-1     )
                 self.heap_size -= 1
                 self.max_heapify(0     )
                 return me
            elif self.heap_size == 1:
                 self.heap_size -= 1
                 return self.h.pop(-1     )
            else:
                 raise Exception("""Empty heap"""     )

       def     UpperCAmelCase( self   :  List[str]   ,				lowerCamelCase_   :  T     ):
            self.h.append(lowerCamelCase_     )
            a_     :  Optional[int]				      =     (self.heap_size - 1) // 2
            self.heap_size += 1
            while idx >= 0:
                 self.max_heapify(lowerCamelCase_     )
                 a_     :  Union[str, Any]				      =     (idx - 1) // 2

       def     UpperCAmelCase( self   :  int     ):
            a_     :  Union[str, Any]				      =     self.heap_size
            for j in range(size - 1   ,				0   ,				-1     ):
                 a_      ,      a_     :  str				      =     self.h[j], self.h[0]
                 self.heap_size -= 1
                 self.max_heapify(0     )
            a_     :  Union[str, Any]				      =     size


if __name__ == "__main__":
       import doctest

       # run doc test
       doctest.testmod()

       # demo
       for unsorted in [
           [0],
           [2],
           [3, 5],
           [5, 3],
           [5, 5],
           [0, 0, 0, 0],
           [1, 1, 1, 1],
           [2, 2, 3, 5],
           [0, 2, 2, 3, 5],
           [2, 5, 3, 0, 2, 3, 0, 3],
           [6, 1, 2, 7, 9, 3, 4, 5, 10, 8],
           [103, 9, 1, 7, 11, 15, 25, 201, 209, 107, 5],
           [-45, -2, -5],
       ]:
              print(f'''unsorted array: {unsorted}''')

              __lowerCamelCase   	=  Heap()
              heap.build_max_heap(unsorted)
              print(f'''after build heap: {heap}''')

              print(f'''max value: {heap.extract_max()}''')
              print(f'''after max value removed: {heap}''')

              heap.insert(100)
              print(f'''after new value 100 inserted: {heap}''')

              heap.heap_sort()
              print(f'''heap-sorted array: {heap}\n''')



