
'''simple docstring'''





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 	snake_case_							(				_a  :				Optional[int]			,       _a  :				int      ):
      print(F'''Downloading and extracting {task}...'''      )
      snake_case_    							=				F'''{task}.zip'''
      urllib.request.urlretrieve(TASKaPATH[task]			,       _a      )
      with zipfile.ZipFile(_a      ) as zip_ref:
            zip_ref.extractall(_a      )
      os.remove(_a      )
      print("\tCompleted!"      )
def 	snake_case_							(				_a  :				Optional[int]			,       _a  :				Dict      ):
      print("Processing MRPC..."      )
      snake_case_    							=				os.path.join(_a			,       "MRPC"      )
      if not os.path.isdir(_a      ):
            os.mkdir(_a      )
      if path_to_data:
            snake_case_    							=				os.path.join(_a			,       "msr_paraphrase_train.txt"      )
            snake_case_    							=				os.path.join(_a			,       "msr_paraphrase_test.txt"      )
      else:
            print("Local MRPC data not specified, downloading data from %s" % MRPC_TRAIN      )
            snake_case_    							=				os.path.join(_a			,       "msr_paraphrase_train.txt"      )
            snake_case_    							=				os.path.join(_a			,       "msr_paraphrase_test.txt"      )
            urllib.request.urlretrieve(_a			,       _a      )
            urllib.request.urlretrieve(_a			,       _a      )
      if not os.path.isfile(_a      ):
            raise ValueError(F'''Train data not found at {mrpc_train_file}'''      )
      if not os.path.isfile(_a      ):
            raise ValueError(F'''Test data not found at {mrpc_test_file}'''      )
      urllib.request.urlretrieve(TASKaPATH["MRPC"]			,       os.path.join(_a			,       "dev_ids.tsv"      )      )

      snake_case_    							=				[]
      with open(os.path.join(_a			,       "dev_ids.tsv"      )			,       encoding="utf8"      ) as ids_fh:
            for row in ids_fh:
                  dev_ids.append(row.strip().split("\t"      )      )

      with open(_a			,       encoding="utf8"      ) as data_fh, open(
          os.path.join(_a			,       "train.tsv"      )			,       "w"			,       encoding="utf8"      ) as train_fh, open(os.path.join(_a			,       "dev.tsv"      )			,       "w"			,       encoding="utf8"      ) as dev_fh:
            snake_case_    							=				data_fh.readline()
            train_fh.write(_a      )
            dev_fh.write(_a      )
            for row in data_fh:
                  snake_case_							,						snake_case_							,						snake_case_							,						snake_case_							,						snake_case_    							=				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(_a			,       encoding="utf8"      ) as data_fh, open(
          os.path.join(_a			,       "test.tsv"      )			,       "w"			,       encoding="utf8"      ) as test_fh:
            snake_case_    							=				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(_a      ):
                  snake_case_							,						snake_case_							,						snake_case_							,						snake_case_							,						snake_case_    							=				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 	snake_case_							(				_a  :				List[str]      ):
      print("Downloading and extracting diagnostic..."      )
      if not os.path.isdir(os.path.join(_a			,       "diagnostic"      )      ):
            os.mkdir(os.path.join(_a			,       "diagnostic"      )      )
      snake_case_    							=				os.path.join(_a			,       "diagnostic"			,       "diagnostic.tsv"      )
      urllib.request.urlretrieve(TASKaPATH["diagnostic"]			,       _a      )
      print("\tCompleted!"      )
      return
def 	snake_case_							(				_a  :				Optional[int]      ):
      snake_case_    							=				task_names.split(","      )
      if "all" in task_names:
            snake_case_    							=				TASKS
      else:
            snake_case_    							=				[]
            for task_name in task_names:
                  if task_name not in TASKS:
                        raise ValueError(F'''Task {task_name} not found!'''      )
                  tasks.append(_a      )
      return tasks
def 	snake_case_							(				_a  :				Union[str, Any]      ):
      snake_case_    							=				argparse.ArgumentParser()
      parser.add_argument("--data_dir"			,       help="directory to save data to"			,       type=_a			,       default="glue_data"      )
      parser.add_argument(
          "--tasks"			,       help="tasks to download data for as a comma separated string"			,       type=_a			,       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=_a			,       default=""			,       )
      snake_case_    							=				parser.parse_args(_a      )

      if not os.path.isdir(args.data_dir      ):
            os.mkdir(args.data_dir      )
      snake_case_    							=				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(_a			,       args.data_dir      )


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







'''simple docstring'''







def 		snake_case_				(_a      :				float       ,  _a      :				float       ,  _a      :				float	):
    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'''	)

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

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

    return [red, green, blue]





def 		snake_case_				(_a      :				int       ,  _a      :				int       ,  _a      :				int	):
    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'''	)

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

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

    UpperCAmelCase     			=						(hue + 3_6_0) % 3_6_0

    return [hue, saturation, value]







def 		snake_case_				(_a      :				list[float]       ,  _a      :				list[float]	):
    UpperCAmelCase     			=						abs(hsv_a[0] - hsv_a[0]	) < 0.2
    UpperCAmelCase     			=						abs(hsv_a[1] - hsv_a[1]	) < 0.002
    UpperCAmelCase     			=						abs(hsv_a[2] - hsv_a[2]	) < 0.002

    return check_hue and check_saturation and check_value




