






"""simple docstring"""



from ...configuration_utils import PretrainedConfig
from ...utils import logging


a  :						int					       =							logging.get_logger(__name__)

a  :						Any					       =							{
    '''uw-madison/nystromformer-512''': '''https://huggingface.co/uw-madison/nystromformer-512/resolve/main/config.json''',
    # See all Nystromformer models at https://huggingface.co/models?filter=nystromformer
}


class 	_UpperCamelCase ( a__							):



    '''simple docstring'''


    __lowercase    :   Union[str, Any]											=						'nystromformer'


    def __init__(      self   ,			__lowercase=30000   ,			__lowercase=768   ,			__lowercase=12   ,			__lowercase=12   ,			__lowercase=3072   ,			__lowercase="gelu_new"   ,			__lowercase=0.1   ,			__lowercase=0.1   ,			__lowercase=510   ,			__lowercase=2   ,			__lowercase=64   ,			__lowercase=64   ,			__lowercase=65   ,			__lowercase=False   ,			__lowercase=0.02   ,			__lowercase=1e-5   ,			__lowercase=1   ,			__lowercase=0   ,			__lowercase=2   ,			**__lowercase   ,			):
     UpperCAmelCase__ 						=				vocab_size
     UpperCAmelCase__ 						=				max_position_embeddings
     UpperCAmelCase__ 						=				hidden_size
     UpperCAmelCase__ 						=				num_hidden_layers
     UpperCAmelCase__ 						=				num_attention_heads
     UpperCAmelCase__ 						=				intermediate_size
     UpperCAmelCase__ 						=				hidden_act
     UpperCAmelCase__ 						=				hidden_dropout_prob
     UpperCAmelCase__ 						=				attention_probs_dropout_prob
     UpperCAmelCase__ 						=				initializer_range
     UpperCAmelCase__ 						=				type_vocab_size
     UpperCAmelCase__ 						=				segment_means_seq_len
     UpperCAmelCase__ 						=				num_landmarks
     UpperCAmelCase__ 						=				conv_kernel_size
     UpperCAmelCase__ 						=				inv_coeff_init_option
     UpperCAmelCase__ 						=				layer_norm_eps
     super().__init__(pad_token_id=_lowerCamelCase   ,			bos_token_id=_lowerCamelCase   ,			eos_token_id=_lowerCamelCase   ,			**_lowerCamelCase			)









'''simple docstring'''




import io
import json
import subprocess


snake_case__ 							=    [
    ["""en""", """ru"""],
    ["""ru""", """en"""],
    ["""en""", """de"""],
    ["""de""", """en"""],
]

snake_case__ 							=    8




def     snake_case__     (			lowerCamelCase__					: Union[str, Any]      ,		lowerCamelCase__					: Optional[int]      ) -> List[Any]:
					A_			:  Tuple			=				{}
					for src, tgt in pairs:
										A_			:  List[str]			=				f'{src}-{tgt}'
										A_			:  Optional[int]			=				f'sacrebleu -t wmt19 -l {pair} --echo src'.split()
										A_			:  int			=				subprocess.run(lowerCamelCase__      ,		stdout=subprocess.PIPE      ).stdout.decode('''utf-8'''      ).splitlines()
										A_			:  List[str]			=				f'sacrebleu -t wmt19 -l {pair} --echo ref'.split()
										A_			:  Any			=				subprocess.run(lowerCamelCase__      ,		stdout=subprocess.PIPE      ).stdout.decode('''utf-8'''      ).splitlines()
										A_			:  List[Any]			=				{'''src''': src_lines[:n_objs], '''tgt''': tgt_lines[:n_objs]}
					return text


snake_case__ 							=    get_all_data(pairs, n_objs)
snake_case__ 							=    """./fsmt_val_data.json"""
with io.open(filename, """w""", encoding="""utf-8""") as f:
							snake_case__ 							=    json.dump(text, f, indent=2, ensure_ascii=False)



