




'''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     :							str   ,       _a     :							int					):
    print(F"Downloading and extracting {task}..."					)
    UpperCAmelCase      	=		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     :							List[Any]   ,       _a     :							Dict					):
    print('''Processing MRPC...'''					)
    UpperCAmelCase      	=		os.path.join(_a   ,       '''MRPC'''					)
    if not os.path.isdir(_a					):
        os.mkdir(_a					)
    if path_to_data:
        UpperCAmelCase      	=		os.path.join(_a   ,       '''msr_paraphrase_train.txt'''					)
        UpperCAmelCase      	=		os.path.join(_a   ,       '''msr_paraphrase_test.txt'''					)
    else:
        print('''Local MRPC data not specified, downloading data from %s''' % MRPC_TRAIN					)
        UpperCAmelCase      	=		os.path.join(_a   ,       '''msr_paraphrase_train.txt'''					)
        UpperCAmelCase      	=		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'''					)					)

    UpperCAmelCase      	=		[]
    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:
        UpperCAmelCase      	=		data_fh.readline()
        train_fh.write(_a					)
        dev_fh.write(_a					)
        for row in data_fh:
            UpperCAmelCase	,					UpperCAmelCase	,					UpperCAmelCase	,					UpperCAmelCase	,					UpperCAmelCase      	=		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:
        UpperCAmelCase      	=		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					):
            UpperCAmelCase	,					UpperCAmelCase	,					UpperCAmelCase	,					UpperCAmelCase	,					UpperCAmelCase      	=		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     :							Dict					):
    print('''Downloading and extracting diagnostic...'''					)
    if not os.path.isdir(os.path.join(_a   ,       '''diagnostic'''					)					):
        os.mkdir(os.path.join(_a   ,       '''diagnostic'''					)					)
    UpperCAmelCase      	=		os.path.join(_a   ,       '''diagnostic'''   ,       '''diagnostic.tsv'''					)
    urllib.request.urlretrieve(TASKaPATH['''diagnostic''']   ,       _a					)
    print('''\tCompleted!'''					)
    return





def 						snake_case_							(_a     :							Any					):
    UpperCAmelCase      	=		task_names.split(''','''					)
    if "all" in task_names:
        UpperCAmelCase      	=		TASKS
    else:
        UpperCAmelCase      	=		[]
        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     :							Dict					):
    UpperCAmelCase      	=		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=''''''   ,       )
    UpperCAmelCase      	=		parser.parse_args(_a					)

    if not os.path.isdir(args.data_dir					):
        os.mkdir(args.data_dir					)
    UpperCAmelCase      	=		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'''







import json
import os
import unittest

from transformers import HerbertTokenizer, HerbertTokenizerFast
from transformers.models.herbert.tokenization_herbert import VOCAB_FILES_NAMES
from transformers.testing_utils import get_tests_dir, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


@require_tokenizers
class       _a  (     __a							,							unittest.TestCase			):
       __a    :					str           = HerbertTokenizer
       __a    :					Optional[Any]           = HerbertTokenizerFast
       __a    :					Any           = True
       def    A				(     self						:     Any    ):



           '''simple docstring'''

           super().setUp()

           # Use a simpler test file without japanese/chinese characters
           with open(f"{get_tests_dir()}/fixtures/sample_text_no_unicode.txt"       ,    encoding='''utf-8'''    ) as f_data:
               UpperCAmelCase      	=		f_data.read().replace('''\n\n'''       ,    '''\n'''    ).strip()

           UpperCAmelCase      	=		[
               '''<s>''',
               '''</s>''',
               '''l''',
               '''o''',
               '''w''',
               '''e''',
               '''r''',
               '''s''',
               '''t''',
               '''i''',
               '''d''',
               '''n''',
               '''w</w>''',
               '''r</w>''',
               '''t</w>''',
               '''lo''',
               '''low''',
               '''er</w>''',
               '''low</w>''',
               '''lowest</w>''',
               '''newer</w>''',
               '''wider</w>''',
               ''',</w>''',
               '''<unk>''',
           ]
           UpperCAmelCase      	=		dict(zip(lowercase       ,    range(len(lowercase    )    )    )    )
           UpperCAmelCase      	=		['''l o 123''', '''lo w 1456''', '''e r</w> 1789''', '''''']

           UpperCAmelCase      	=		os.path.join(self.tmpdirname       ,    VOCAB_FILES_NAMES['''vocab_file''']    )
           UpperCAmelCase      	=		os.path.join(self.tmpdirname       ,    VOCAB_FILES_NAMES['''merges_file''']    )
           with open(self.vocab_file       ,    '''w'''    ) as fp:
               fp.write(json.dumps(lowercase    )    )
           with open(self.merges_file       ,    '''w'''    ) as fp:
               fp.write('''\n'''.join(lowercase    )    )
       def    A				(     self						:     List[Any]       ,    lowercase						:     Optional[Any]    ):



           '''simple docstring'''

           UpperCAmelCase      	=		'''lower newer'''
           UpperCAmelCase      	=		'''lower newer'''
           return input_text, output_text
       def    A				(     self						:     int    ):



           '''simple docstring'''

           UpperCAmelCase      	=		self.tokenizer_class(vocab_file=self.vocab_file       ,    merges_file=self.merges_file    )

           UpperCAmelCase      	=		'''lower'''
           UpperCAmelCase      	=		['''low''', '''er</w>''']
           UpperCAmelCase      	=		tokenizer.tokenize(lowercase    )
           self.assertListEqual(lowercase       ,    lowercase    )

           UpperCAmelCase      	=		tokens + ['''<unk>''']
           UpperCAmelCase      	=		[16, 17, 23]
           self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase    )       ,    lowercase    )
       def    A				(     self						:     str    ):



           '''simple docstring'''

           if not self.test_rust_tokenizer:
               return

           UpperCAmelCase      	=		self.get_tokenizer()
           UpperCAmelCase      	=		self.get_rust_tokenizer()

           UpperCAmelCase      	=		'''lower,newer'''

           UpperCAmelCase      	=		tokenizer.tokenize(lowercase    )
           UpperCAmelCase      	=		rust_tokenizer.tokenize(lowercase    )
           self.assertListEqual(lowercase       ,    lowercase    )

           UpperCAmelCase      	=		tokenizer.encode(lowercase       ,    add_special_tokens=lowercase    )
           UpperCAmelCase      	=		rust_tokenizer.encode(lowercase       ,    add_special_tokens=lowercase    )
           self.assertListEqual(lowercase       ,    lowercase    )

           UpperCAmelCase      	=		self.get_rust_tokenizer()
           UpperCAmelCase      	=		tokenizer.encode(lowercase    )
           UpperCAmelCase      	=		rust_tokenizer.encode(lowercase    )
           self.assertListEqual(lowercase       ,    lowercase    )







       @slow
       def    A				(     self						:     int    ):



           '''simple docstring'''

           UpperCAmelCase      	=		self.tokenizer_class.from_pretrained('''allegro/herbert-base-cased'''    )

           UpperCAmelCase      	=		tokenizer.encode('''konstruowanie sekwencji'''       ,    add_special_tokens=lowercase    )
           UpperCAmelCase      	=		tokenizer.encode('''konstruowanie wielu sekwencji'''       ,    add_special_tokens=lowercase    )

           UpperCAmelCase      	=		tokenizer.build_inputs_with_special_tokens(lowercase    )
           UpperCAmelCase      	=		tokenizer.build_inputs_with_special_tokens(lowercase       ,    lowercase    )

           assert encoded_sentence == [0] + text + [2]
           assert encoded_pair == [0] + text + [2] + text_a + [2]




