





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


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

__lowercase				    =      """https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_train.txt"""
__lowercase				    =      """https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_test.txt"""


def        __SCREAMING_SNAKE_CASE	(				__lowercase:		List[str]  ,				__lowercase:		Any):



  '''simple docstring'''






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


def        __SCREAMING_SNAKE_CASE	(				__lowercase:		int  ,				__lowercase:		Union[str, Any]):



  '''simple docstring'''






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

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

  with open(lowerCAmelCase_  ,				encoding='''utf8''') as data_fh, open(
      os.path.join(lowerCAmelCase_  ,				'''train.tsv''')  ,				'''w'''  ,				encoding='''utf8''') as train_fh, open(os.path.join(lowerCAmelCase_  ,				'''dev.tsv''')  ,				'''w'''  ,				encoding='''utf8''') as dev_fh:
    __lowerCAmelCase								=					data_fh.readline()
    train_fh.write(lowerCAmelCase_)
    dev_fh.write(lowerCAmelCase_)
    for row in data_fh:
      __lowerCAmelCase								=					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(lowerCAmelCase_  ,				encoding='''utf8''') as data_fh, open(
      os.path.join(lowerCAmelCase_  ,				'''test.tsv''')  ,				'''w'''  ,				encoding='''utf8''') as test_fh:
    __lowerCAmelCase								=					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(lowerCAmelCase_):
      __lowerCAmelCase								=					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        __SCREAMING_SNAKE_CASE	(				__lowercase:		Any):



  '''simple docstring'''






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


def        __SCREAMING_SNAKE_CASE	(				__lowercase:		List[str]):



  '''simple docstring'''






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


def        __SCREAMING_SNAKE_CASE	(				__lowercase:		Union[str, Any]):



  '''simple docstring'''






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

  if not os.path.isdir(args.data_dir):
    os.mkdir(args.data_dir)
  __lowerCAmelCase								=					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(lowerCAmelCase_  ,				args.data_dir)


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

from typing import List

import datasets
from datasets.tasks import ImageClassification

from ..folder_based_builder import folder_based_builder


UpperCAmelCase				 =   datasets.utils.logging.get_logger(__name__)






class 				_SCREAMING_SNAKE_CASE( folder_based_builder.FolderBasedBuilderConfig						):
   UpperCamelCase_					:    bool			      = None
   UpperCamelCase_					:    bool			      = None






class 				_SCREAMING_SNAKE_CASE( folder_based_builder.FolderBasedBuilder						):
   UpperCamelCase_					:    List[str]			      = datasets.Image()
   UpperCamelCase_					:    Any			      = 'image'
   UpperCamelCase_					:    str			      = ImageFolderConfig
   UpperCamelCase_					:    List[str]  # definition at the bottom of the script
   UpperCamelCase_					:    Union[str, Any]			      = ImageClassification(image_column='image'							,   label_column='label'						)

UpperCAmelCase				 =   [
    """.blp""",
    """.bmp""",
    """.dib""",
    """.bufr""",
    """.cur""",
    """.pcx""",
    """.dcx""",
    """.dds""",
    """.ps""",
    """.eps""",
    """.fit""",
    """.fits""",
    """.fli""",
    """.flc""",
    """.ftc""",
    """.ftu""",
    """.gbr""",
    """.gif""",
    """.grib""",
    """.h5""",
    """.hdf""",
    """.png""",
    """.apng""",
    """.jp2""",
    """.j2k""",
    """.jpc""",
    """.jpf""",
    """.jpx""",
    """.j2c""",
    """.icns""",
    """.ico""",
    """.im""",
    """.iim""",
    """.tif""",
    """.tiff""",
    """.jfif""",
    """.jpe""",
    """.jpg""",
    """.jpeg""",
    """.mpg""",
    """.mpeg""",
    """.msp""",
    """.pcd""",
    """.pxr""",
    """.pbm""",
    """.pgm""",
    """.ppm""",
    """.pnm""",
    """.psd""",
    """.bw""",
    """.rgb""",
    """.rgba""",
    """.sgi""",
    """.ras""",
    """.tga""",
    """.icb""",
    """.vda""",
    """.vst""",
    """.webp""",
    """.wmf""",
    """.emf""",
    """.xbm""",
    """.xpm""",
]
UpperCAmelCase				 =   IMAGE_EXTENSIONS