





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


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

__UpperCAmelCase						=      'https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_train.txt'
__UpperCAmelCase						=      'https://dl.fbaipublicfiles.com/senteval/senteval_data/msr_paraphrase_test.txt'
def 			__UpperCamelCase				(			lowercase__	:       List[str]		,    lowercase__	:       List[str]		)	->      str:
    '''simple docstring'''





    print(f'Downloading and extracting {task}...'		)
    lowerCAmelCase_					:	Tuple						=   f'{task}.zip'
    urllib.request.urlretrieve(TASKaPATH[task]		,    lowercase__		)
    with zipfile.ZipFile(lowercase__		) as zip_ref:
        zip_ref.extractall(lowercase__		)
    os.remove(lowercase__		)
    print("""\tCompleted!"""		)
def 			__UpperCamelCase				(			lowercase__	:       int		,    lowercase__	:       Any		)	->      int:
    '''simple docstring'''





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

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

    with open(lowercase__		,    encoding="""utf8"""		) as data_fh, open(
        os.path.join(lowercase__		,    """train.tsv"""		)		,    """w"""		,    encoding="""utf8"""		) as train_fh, open(os.path.join(lowercase__		,    """dev.tsv"""		)		,    """w"""		,    encoding="""utf8"""		) as dev_fh:
        lowerCAmelCase_					:	str						=   data_fh.readline()
        train_fh.write(lowercase__		)
        dev_fh.write(lowercase__		)
        for row in data_fh:
            lowerCAmelCase_		,		lowerCAmelCase_		,		lowerCAmelCase_		,		lowerCAmelCase_		,		lowerCAmelCase_					:	Union[str, 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(lowercase__		,    encoding="""utf8"""		) as data_fh, open(
        os.path.join(lowercase__		,    """test.tsv"""		)		,    """w"""		,    encoding="""utf8"""		) as test_fh:
        lowerCAmelCase_					:	Optional[Any]						=   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(lowercase__		):
            lowerCAmelCase_		,		lowerCAmelCase_		,		lowerCAmelCase_		,		lowerCAmelCase_		,		lowerCAmelCase_					:	Tuple						=   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 			__UpperCamelCase				(			lowercase__	:       Optional[Any]		)	->      Dict:
    '''simple docstring'''





    print("""Downloading and extracting diagnostic..."""		)
    if not os.path.isdir(os.path.join(lowercase__		,    """diagnostic"""		)		):
        os.mkdir(os.path.join(lowercase__		,    """diagnostic"""		)		)
    lowerCAmelCase_					:	int						=   os.path.join(lowercase__		,    """diagnostic"""		,    """diagnostic.tsv"""		)
    urllib.request.urlretrieve(TASKaPATH["""diagnostic"""]		,    lowercase__		)
    print("""\tCompleted!"""		)
    return
def 			__UpperCamelCase				(			lowercase__	:       Union[str, Any]		)	->      Tuple:
    '''simple docstring'''





    lowerCAmelCase_					:	int						=   task_names.split(""","""		)
    if "all" in task_names:
        lowerCAmelCase_					:	Any						=   TASKS
    else:
        lowerCAmelCase_					:	str						=   []
        for task_name in task_names:
            if task_name not in TASKS:
                raise ValueError(f'Task {task_name} not found!'		)
            tasks.append(lowercase__		)
    return tasks
def 			__UpperCamelCase				(			lowercase__	:       str		)	->      int:
    '''simple docstring'''





    lowerCAmelCase_					:	List[Any]						=   argparse.ArgumentParser()
    parser.add_argument("""--data_dir"""		,    help="""directory to save data to"""		,    type=lowercase__		,    default="""glue_data"""		)
    parser.add_argument(
        """--tasks"""		,    help="""tasks to download data for as a comma separated string"""		,    type=lowercase__		,    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=lowercase__		,    default=""""""		,    )
    lowerCAmelCase_					:	Optional[Any]						=   parser.parse_args(lowercase__		)

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


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









from ..utils import deprecate
from .attention_processor import (  # noqa: F401
    Attention,
    AttentionProcessor,
    AttnAddedKVProcessor,
    AttnProcessor2_0,
    LoRAAttnProcessor,
    LoRALinearLayer,
    LoRAXFormersAttnProcessor,
    SlicedAttnAddedKVProcessor,
    SlicedAttnProcessor,
    XFormersAttnProcessor,
)
from .attention_processor import AttnProcessor as AttnProcessorRename  # noqa: F401


deprecate(
    'cross_attention',
    '0.20.0',
    'Importing from cross_attention is deprecated. Please import from diffusers.models.attention_processor instead.',
    standard_warn=False,
)


__UpperCAmelCase						=      AttentionProcessor

class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   List[Any]					,			*UpperCAmelCase	:   List[Any]					,			**UpperCAmelCase	:   Any			):
           lowerCAmelCase_					:	str						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   Optional[Any]					,			*UpperCAmelCase	:   List[Any]					,			**UpperCAmelCase	:   List[str]			):
           lowerCAmelCase_					:	List[Any]						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   List[str]					,			*UpperCAmelCase	:   str					,			**UpperCAmelCase	:   Union[str, Any]			):
           lowerCAmelCase_					:	Tuple						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   Optional[int]					,			*UpperCAmelCase	:   Union[str, Any]					,			**UpperCAmelCase	:   Any			):
           lowerCAmelCase_					:	Tuple						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   str					,			*UpperCAmelCase	:   Any					,			**UpperCAmelCase	:   List[Any]			):
           lowerCAmelCase_					:	Union[str, Any]						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   List[str]					,			*UpperCAmelCase	:   Union[str, Any]					,			**UpperCAmelCase	:   Tuple			):
           lowerCAmelCase_					:	Tuple						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   Dict					,			*UpperCAmelCase	:   int					,			**UpperCAmelCase	:   int			):
           lowerCAmelCase_					:	List[str]						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)






class 		__a							(	__UpperCamelCase      ):



       def __init__(     self	:   Optional[Any]					,			*UpperCAmelCase	:   Any					,			**UpperCAmelCase	:   int			):
           lowerCAmelCase_					:	Union[str, Any]						=   F'{self.__class__.__name__} is deprecated and will be removed in `0.20.0`. Please use `from diffusers.models.attention_processor import {"".join(self.__class__.__name__.split("Cross"			)			)} instead.'
           deprecate("""cross_attention"""					,			"""0.20.0"""					,			UpperCAmelCase					,			standard_warn=UpperCAmelCase			)
           super().__init__(*UpperCAmelCase					,			**UpperCAmelCase			)


