

import os
from typing import Dict, List, Union

import tensorflow as tf
from keras_nlp.tokenizers import BytePairTokenizer
from tensorflow_text import pad_model_inputs

from .tokenization_gpta import GPTaTokenizer







class  lowercase				(       tf.keras.layers.Layer			):




				def __init__(					self      ,   snake_case      ,   snake_case      ,   snake_case = None      ,   snake_case = None       ):
											super().__init__()
											snake_case_							=    pad_token_id
											snake_case_							=    max_length
											snake_case_							=    vocab
											snake_case_							=    merges
											snake_case_							=    BytePairTokenizer(__A      ,   __A      ,   sequence_length=__A       )




				@classmethod
				def     a							(					cls      ,   snake_case      ,   *snake_case      ,   **snake_case       ):
											snake_case_							=    [" ".join(__A       ) for m in tokenizer.bpe_ranks.keys()]
											snake_case_							=    tokenizer.get_vocab()
											return cls(__A      ,   __A      ,   *__A      ,   **__A       )




				@classmethod
				def     a							(					cls      ,   snake_case      ,   *snake_case      ,   **snake_case       ):
											snake_case_							=    GPTaTokenizer.from_pretrained(__A      ,   *__A      ,   **__A       )
											return cls.from_tokenizer(__A      ,   *__A      ,   **__A       )




				@classmethod
				def     a							(					cls      ,   snake_case       ):
											return cls(**__A       )




				def     a							(					self       ):
											return {
											    "vocab": self.vocab,
											    "merges": self.merges,
											    "max_length": self.max_length,
											    "pad_token_id": self.pad_token_id,
											}




				def     a							(					self      ,   snake_case      ,   snake_case = None       ):
											snake_case_							=    self.tf_tokenizer(__A       )
											snake_case_							=    tf.ones_like(__A       )

											if self.pad_token_id is not None:
																		# pad the tokens up to max length
																		snake_case_							=    max_length if max_length is not None else self.max_length

																		if max_length is not None:
																									snake_case_							=    pad_model_inputs(
																									    __A      ,   max_seq_length=__A      ,   pad_value=self.pad_token_id       )

											return {"attention_mask": attention_mask, "input_ids": input_ids}








from ..utils import DummyObject, requires_backends
class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Any     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Optional[int]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      str     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      List[Any]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Optional[int]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Dict     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Dict     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Union[str, Any]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Optional[int]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Optional[Any]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Any     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      Optional[Any]     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



class 	UpperCAmelCase_					(					metaclass=UpperCamelCase    ):

   '''simple docstring'''




   __A :      int     		=		["flax"]






   def __init__(		self						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(self						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )






   @classmethod
   def _snake_case    (		cls						,				*__A						,				**__A ):






     """simple docstring"""





     requires_backends(cls						,				["flax"] )



