


from typing import Dict, List, Optional, Tuple

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...utils import logging


lowerCamelCase						 =	logging.get_logger(__name__)




class A  (       UpperCamelCase_					):
      UpperCamelCase__							:  Any				=['input_ids', 'attention_mask']






      def __init__( self						:					Optional[int]      ,       lowercase_						:					List[str]="[PAD]"      ,       lowercase_						:					Tuple="[BOS]"      ,       lowercase_						:					int="[EOS]"      ,       lowercase_						:					int="[MASK]"      ,       lowercase_						:					Optional[int]="[CLS]"      ,       lowercase_						:					Any="[SEP]"      ,       lowercase_						:					Optional[Any]=2048      ,       **lowercase_						:					Any      ,       ) ->						None:
             """simple docstring"""




             _lowerCamelCase	:		int          =AddedToken(lowercase_      ,       lstrip=lowercase_      ,       rstrip=lowercase_			) if isinstance(lowercase_      ,       lowercase_			) else pad_token
             _lowerCamelCase	:		str          =AddedToken(lowercase_      ,       lstrip=lowercase_      ,       rstrip=lowercase_			) if isinstance(lowercase_      ,       lowercase_			) else bos_token
             _lowerCamelCase	:		Optional[int]          =AddedToken(lowercase_      ,       lstrip=lowercase_      ,       rstrip=lowercase_			) if isinstance(lowercase_      ,       lowercase_			) else eos_token
             _lowerCamelCase	:		Optional[Any]          =AddedToken(lowercase_      ,       lstrip=lowercase_      ,       rstrip=lowercase_			) if isinstance(lowercase_      ,       lowercase_			) else mask_token
             _lowerCamelCase	:		Dict          =AddedToken(lowercase_      ,       lstrip=lowercase_      ,       rstrip=lowercase_			) if isinstance(lowercase_      ,       lowercase_			) else cls_token
             _lowerCamelCase	:		Dict          =AddedToken(lowercase_      ,       lstrip=lowercase_      ,       rstrip=lowercase_			) if isinstance(lowercase_      ,       lowercase_			) else sep_token

             super().__init__(
                 pad_token=lowercase_      ,       bos_token=lowercase_      ,       eos_token=lowercase_      ,       mask_token=lowercase_      ,       cls_token=lowercase_      ,       sep_token=lowercase_      ,       model_max_length=lowercase_      ,       **lowercase_      ,       )

             _lowerCamelCase	:		Optional[int]          =2**8  # utf is 8 bits

             # define special tokens dict
             _lowerCamelCase	:		Dict[str, int]          ={
                 self.pad_token: 0,
                 self.bos_token: 1,
                 self.eos_token: 2,
                 self.mask_token: 3,
                 self.cls_token: 4,
                 self.sep_token: 5,
             }
             _lowerCamelCase	:		Any          =len(self.special_tokens_encoder			)
             _lowerCamelCase	:		Dict[int, str]          ={v: k for k, v in self.special_tokens_encoder.items()}






      def 	lowerCamelCase	( self						:					int			) ->						Dict[str, int]:
             """simple docstring"""




             _lowerCamelCase	:		str          =self.special_tokens_encoder.copy()
             vocab.update(self.added_tokens_encoder			)
             for i in range(self._utf_vocab_size			):
                    _lowerCamelCase	:		Dict          =chr(lowercase_			)
                    _lowerCamelCase	:		List[Any]          =i + len(self.special_tokens_encoder			)
             return vocab






      @property
      def 	lowerCamelCase	( self						:					Optional[int]			) ->						Tuple:
             """simple docstring"""




             return self._utf_vocab_size + self._num_special_tokens






      def 	lowerCamelCase	( self						:					List[Any]      ,       lowercase_						:					List[int]      ,       lowercase_						:					Optional[List[int]] = None      ,       lowercase_						:					bool = False			) ->						List[int]:
             """simple docstring"""




             if already_has_special_tokens:
                    return super().get_special_tokens_mask(
                        token_ids_a=lowercase_      ,       token_ids_a=lowercase_      ,       already_has_special_tokens=lowercase_			)

             # normal case: some special tokens
             if token_ids_a is None:
                    return [1] + [0] * len(lowercase_			) + [1]
             return [1] + ([0] * len(lowercase_			)) + [1] + ([0] * len(lowercase_			)) + [1]






      def 	lowerCamelCase	( self						:					Tuple      ,       lowercase_						:					List[int]      ,       lowercase_						:					Optional[List[int]] = None			) ->						List[int]:
             """simple docstring"""




             if token_ids_a is None:
                    return [self.cls_token_id] + token_ids_a + [self.sep_token_id]
             else:
                    return [self.cls_token_id] + token_ids_a + [self.sep_token_id] + token_ids_a + [self.sep_token_id]






      def 	lowerCamelCase	( self						:					int      ,       lowercase_						:					str			) ->						List[str]:
             """simple docstring"""




             _lowerCamelCase	:		str          =[chr(lowercase_			) for i in text.encode('utf-8'			)]
             return tokens






      def 	lowerCamelCase	( self						:					List[str]      ,       lowercase_						:					List[Any]			) ->						Optional[Any]:
             """simple docstring"""




             if token in self.special_tokens_encoder:
                    _lowerCamelCase	:		Dict          =self.special_tokens_encoder[token]
             elif token in self.added_tokens_encoder:
                    _lowerCamelCase	:		Tuple          =self.added_tokens_encoder[token]
             elif len(lowercase_			) != 1:
                    _lowerCamelCase	:		Optional[Any]          =self.unk_token_id
             else:
                    _lowerCamelCase	:		int          =ord(lowercase_			) + self._num_special_tokens
             return token_id






      def 	lowerCamelCase	( self						:					Union[str, Any]      ,       lowercase_						:					Optional[int]			) ->						Any:
             """simple docstring"""




             if index in self.special_tokens_decoder:
                    _lowerCamelCase	:		List[str]          =self.special_tokens_decoder[index]
             elif index in self.added_tokens_decoder:
                    _lowerCamelCase	:		str          =self.added_tokens_decoder[index]
             else:
                    _lowerCamelCase	:		str          =chr(index - self._num_special_tokens			)
             return token






      def 	lowerCamelCase	( self						:					int      ,       lowercase_						:					List[Any]			) ->						str:
             """simple docstring"""




             _lowerCamelCase	:		Any          =b''
             for token in tokens:
                    if token in self.special_tokens_decoder:
                           _lowerCamelCase	:		Dict          =self.special_tokens_decoder[token].encode('utf-8'			)
                    elif token in self.added_tokens_decoder:
                           _lowerCamelCase	:		List[Any]          =self.special_tokens_decoder[token].encode('utf-8'			)
                    elif token in self.special_tokens_encoder:
                           _lowerCamelCase	:		Tuple          =token.encode('utf-8'			)
                    elif token in self.added_tokens_encoder:
                           _lowerCamelCase	:		Tuple          =token.encode('utf-8'			)
                    else:
                           _lowerCamelCase	:		List[str]          =bytes([ord(lowercase_			)]			)
                    bstring += tok_string
             _lowerCamelCase	:		Union[str, Any]          =bstring.decode('utf-8'      ,       errors='replace'			)
             return string






      def 	lowerCamelCase	( self						:					Dict      ,       lowercase_						:					str      ,       lowercase_						:					Optional[str] = None			) ->						Tuple[str]:
             """simple docstring"""




             return ()






import argparse
import logging
import sys
from unittest.mock import patch

import run_glue_with_pabee

from transformers.testing_utils import TestCasePlus


logging.basicConfig(level=logging.DEBUG)

lowerCamelCase						 =	logging.getLogger()




def      a_				(   ):
       '''simple docstring'''





       _lowerCamelCase	:		Any          =argparse.ArgumentParser()
       parser.add_argument('-f'					)
       _lowerCamelCase	:		Optional[Any]          =parser.parse_args()
       return args.f




class A  (       UpperCamelCase_					):






      def 	lowerCamelCase	( self						:					List[Any]			) ->						int:
             """simple docstring"""




             _lowerCamelCase	:		Any          =logging.StreamHandler(sys.stdout			)
             logger.addHandler(lowercase_			)

             _lowerCamelCase	:		Dict          =self.get_auto_remove_tmp_dir()
             _lowerCamelCase	:		int          =F'''
            run_glue_with_pabee.py
            --model_type albert
            --model_name_or_path albert-base-v2
            --data_dir ./tests/fixtures/tests_samples/MRPC/
            --output_dir {tmp_dir}
            --overwrite_output_dir
            --task_name mrpc
            --do_train
            --do_eval
            --per_gpu_train_batch_size=2
            --per_gpu_eval_batch_size=1
            --learning_rate=2e-5
            --max_steps=50
            --warmup_steps=2
            --seed=42
            --max_seq_length=128
            '''.split()

             with patch.object(lowercase_      ,       'argv'      ,       lowercase_			):
                    _lowerCamelCase	:		Dict          =run_glue_with_pabee.main()
                    for value in result.values():
                           self.assertGreaterEqual(lowercase_      ,       0.75			)


