






from __future__ import annotations

import collections
import pprint
from pathlib import Path





def 				SCREAMING_SNAKE_CASE_ (UpperCamelCase   )   -> Optional[int]:
							return "".join(sorted(lowerCamelCase_   )   )





def 				SCREAMING_SNAKE_CASE_ (UpperCamelCase   )   -> List[str]:
							return word_by_signature[signature(lowerCamelCase_   )]


_A			:    str					  =Path(__file__).parent.joinpath('''words.txt''').read_text(encoding='''utf-8''')
_A			:    List[Any]					  =sorted({word.strip().lower() for word in data.splitlines()})

_A			:    Tuple					  =collections.defaultdict(list)
for word in word_list:
			word_by_signature[signature(word)].append(word)

if __name__ == "__main__":
			_A			:    Union[str, Any]					  ={word: anagram(word) for word in word_list if len(anagram(word)) > 1}

			with open('''anagrams.txt''', '''w''') as file:
						file.write('''all_anagrams = \n ''')
						file.write(pprint.pformat(all_anagrams))









'''simple docstring'''







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


_A			:    Union[str, Any]					  =logging.get_logger(__name__)

_A			:    List[str]					  ={
    '''MIT/ast-finetuned-audioset-10-10-0.4593''': (
        '''https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593/resolve/main/config.json'''
    ),
}

class _lowercase			(       _lowercase	):
							a          = """audio-spectrogram-transformer"""




							def __init__(							self:       str    ,							UpperCamelCase__:       Any=768    ,							UpperCamelCase__:       Union[str, Any]=12    ,							UpperCamelCase__:       List[Any]=12    ,							UpperCamelCase__:       int=3_072    ,							UpperCamelCase__:       Optional[Any]="gelu"    ,							UpperCamelCase__:       Optional[int]=0.0    ,							UpperCamelCase__:       Tuple=0.0    ,							UpperCamelCase__:       Union[str, Any]=0.02    ,							UpperCamelCase__:       Dict=1e-12    ,							UpperCamelCase__:       List[str]=16    ,							UpperCamelCase__:       List[str]=True    ,							UpperCamelCase__:       Any=10    ,							UpperCamelCase__:       List[str]=10    ,							UpperCamelCase__:       Any=1_024    ,							UpperCamelCase__:       Optional[Any]=128    ,							**UpperCamelCase__:       Union[str, Any]    ,							):
														super().__init__(**UpperCamelCase__  )

														lowerCamelCase__      :			List[Any] 						= hidden_size
														lowerCamelCase__      :			int 						= num_hidden_layers
														lowerCamelCase__      :			List[str] 						= num_attention_heads
														lowerCamelCase__      :			Optional[int] 						= intermediate_size
														lowerCamelCase__      :			List[Any] 						= hidden_act
														lowerCamelCase__      :			List[Any] 						= hidden_dropout_prob
														lowerCamelCase__      :			str 						= attention_probs_dropout_prob
														lowerCamelCase__      :			Dict 						= initializer_range
														lowerCamelCase__      :			List[str] 						= layer_norm_eps
														lowerCamelCase__      :			List[Any] 						= patch_size
														lowerCamelCase__      :			List[str] 						= qkv_bias
														lowerCamelCase__      :			Dict 						= frequency_stride
														lowerCamelCase__      :			List[Any] 						= time_stride
														lowerCamelCase__      :			str 						= max_length
														lowerCamelCase__      :			Dict 						= num_mel_bins

