






'''simple docstring'''
import unittest

from transformers import AlbertTokenizer, AlbertTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


a_					=	get_tests_dir('fixtures/spiece.model')






@require_sentencepiece
@require_tokenizers
class        __SCREAMING_SNAKE_CASE (     lowerCamelCase		,			unittest.TestCase			):
 snake_case_												=							AlbertTokenizer
 snake_case_												=							AlbertTokenizerFast
 snake_case_												=							True
 snake_case_												=							True
 snake_case_												=							True




 def        __magic_name__		( self		:							Optional[Any] )		->  Union[str, Any]:
       super().setUp()

       # We have a SentencePiece fixture for testing
       SCREAMING_SNAKE_CASE__       :			List[Any]													=AlbertTokenizer(__lowercase )
       tokenizer.save_pretrained(self.tmpdirname )




 def        __magic_name__		( self		:							Any   , __lowercase		:							Union[str, Any] )		->  Tuple:
       SCREAMING_SNAKE_CASE__       :			Dict													='''this is a test'''
       SCREAMING_SNAKE_CASE__       :			List[Any]													='''this is a test'''
       return input_text, output_text




 def        __magic_name__		( self		:							int )		->  Any:
       SCREAMING_SNAKE_CASE__       :			Optional[int]													='''<pad>'''
       SCREAMING_SNAKE_CASE__       :			Dict													=0

       self.assertEqual(self.get_tokenizer()._convert_token_to_id(__lowercase )   , __lowercase )
       self.assertEqual(self.get_tokenizer()._convert_id_to_token(__lowercase )   , __lowercase )




 def        __magic_name__		( self		:							Dict )		->  Union[str, Any]:
       SCREAMING_SNAKE_CASE__       :			int													=list(self.get_tokenizer().get_vocab().keys() )

       self.assertEqual(vocab_keys[0]   , '''<pad>''' )
       self.assertEqual(vocab_keys[1]   , '''<unk>''' )
       self.assertEqual(vocab_keys[-1]   , '''▁eloquent''' )
       self.assertEqual(len(__lowercase )   , 3_00_00 )




 def        __magic_name__		( self		:							Any )		->  Union[str, Any]:
       self.assertEqual(self.get_tokenizer().vocab_size   , 3_00_00 )




 def        __magic_name__		( self		:							Union[str, Any] )		->  Union[str, Any]:
       if not self.test_rust_tokenizer:
             return

       SCREAMING_SNAKE_CASE__       :			Tuple													=self.get_tokenizer()
       SCREAMING_SNAKE_CASE__       :			List[Any]													=self.get_rust_tokenizer()

       SCREAMING_SNAKE_CASE__       :			Union[str, Any]													='''I was born in 92000, and this is falsé.'''

       SCREAMING_SNAKE_CASE__       :			Union[str, Any]													=tokenizer.tokenize(__lowercase )
       SCREAMING_SNAKE_CASE__       :			List[str]													=rust_tokenizer.tokenize(__lowercase )
       self.assertListEqual(__lowercase   , __lowercase )

       SCREAMING_SNAKE_CASE__       :			Optional[int]													=tokenizer.encode(__lowercase   , add_special_tokens=__lowercase )
       SCREAMING_SNAKE_CASE__       :			str													=rust_tokenizer.encode(__lowercase   , add_special_tokens=__lowercase )
       self.assertListEqual(__lowercase   , __lowercase )

       SCREAMING_SNAKE_CASE__       :			List[Any]													=self.get_rust_tokenizer()
       SCREAMING_SNAKE_CASE__       :			Optional[int]													=tokenizer.encode(__lowercase )
       SCREAMING_SNAKE_CASE__       :			str													=rust_tokenizer.encode(__lowercase )
       self.assertListEqual(__lowercase   , __lowercase )




 def        __magic_name__		( self		:							Optional[int] )		->  Optional[Any]:
       SCREAMING_SNAKE_CASE__       :			Tuple													=AlbertTokenizer(__lowercase   , keep_accents=__lowercase )

       SCREAMING_SNAKE_CASE__       :			Any													=tokenizer.tokenize('''This is a test''' )
       self.assertListEqual(__lowercase   , ['''▁this''', '''▁is''', '''▁a''', '''▁test'''] )

       self.assertListEqual(tokenizer.convert_tokens_to_ids(__lowercase )   , [48, 25, 21, 12_89] )

       SCREAMING_SNAKE_CASE__       :			Dict													=tokenizer.tokenize('''I was born in 92000, and this is falsé.''' )
       self.assertListEqual(
           __lowercase   , ['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''é''', '''.'''] )
       SCREAMING_SNAKE_CASE__       :			Any													=tokenizer.convert_tokens_to_ids(__lowercase )
       self.assertListEqual(__lowercase   , [31, 23, 3_86, 19, 5_61, 30_50, 15, 17, 48, 25, 82_56, 18, 1, 9] )

       SCREAMING_SNAKE_CASE__       :			Optional[int]													=tokenizer.convert_ids_to_tokens(__lowercase )
       self.assertListEqual(
           __lowercase   , ['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''']   , )




 def        __magic_name__		( self		:							Any )		->  Optional[int]:
       SCREAMING_SNAKE_CASE__       :			Tuple													=AlbertTokenizer(__lowercase )

       SCREAMING_SNAKE_CASE__       :			Any													=tokenizer.encode('''sequence builders''' )
       SCREAMING_SNAKE_CASE__       :			str													=tokenizer.encode('''multi-sequence build''' )

       SCREAMING_SNAKE_CASE__       :			str													=tokenizer.build_inputs_with_special_tokens(__lowercase )
       SCREAMING_SNAKE_CASE__       :			str													=tokenizer.build_inputs_with_special_tokens(__lowercase   , __lowercase )

       assert encoded_sentence == [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]
       assert encoded_pair == [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [
           tokenizer.sep_token_id
       ]




 @slow
 def        __magic_name__		( self		:							int )		->  int:
       # fmt: off
       SCREAMING_SNAKE_CASE__       :			int													={'''attention_mask''': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''input_ids''': [[2, 2_19_70, 13, 5, 60_92, 1_67, 28, 71_03, 21_53, 6_73, 8, 70_28, 1_20_51, 18, 17, 71_03, 21_53, 6_73, 8, 35_15, 1_86_84, 8, 44_61, 6, 19_27, 2_97, 8, 1_20_60, 26_07, 18, 13, 5, 44_61, 15, 1_05_38, 38, 8, 1_35, 15, 8_22, 58, 15, 9_93, 1_03_63, 15, 14_60, 80_05, 44_61, 15, 9_93, 2_55, 23_28, 9, 9, 9, 6, 26, 11_12, 8_16, 32_60, 13, 5, 1_03, 23_77, 6, 17, 11_12, 8_16, 27_82, 13, 5, 1_03, 1_06_41, 6, 29, 84, 25_12, 24_30, 7_82, 1_86_84, 27_61, 19, 8_08, 24_30, 25_56, 17, 8_55, 14_80, 94_77, 40_91, 1_28, 1_17_12, 15, 71_03, 21_53, 6_73, 17, 2_48_83, 99_90, 9, 3], [2, 1_15_02, 25, 10_06, 20, 7_82, 8, 1_18_09, 8_55, 17_32, 1_93_93, 1_86_67, 37, 3_67, 2_10_18, 69, 18_54, 34, 1_18_60, 1_91_24, 27, 1_56, 2_25, 17, 1_93, 41_41, 19, 65, 91_24, 9, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2, 14, 22_31, 8_86, 23_85, 1_76_59, 84, 14, 1_67_92, 19_52, 9, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''token_type_ids''': [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
       # fmt: on

       self.tokenizer_integration_test_util(
           expected_encoding=__lowercase   , model_name='''albert-base-v2'''   , revision='''6b6560eaf5ff2e250b00c50f380c5389a9c2d82e'''   , )







'''simple docstring'''
from ...configuration_utils import PretrainedConfig
from ...utils import logging


a_					=	logging.get_logger(__name__)

a_					=	{
    'microsoft/biogpt': 'https://huggingface.co/microsoft/biogpt/resolve/main/config.json',
    # See all BioGPT models at https://huggingface.co/models?filter=biogpt
}






class        __SCREAMING_SNAKE_CASE (     lowerCamelCase			):
 snake_case_												=							"""biogpt"""




 def __init__( self		:							str   , __lowercase		:							Union[str, Any]=4_23_84   , __lowercase		:							Union[str, Any]=10_24   , __lowercase		:							Any=24   , __lowercase		:							Any=16   , __lowercase		:							Optional[Any]=40_96   , __lowercase		:							Any="gelu"   , __lowercase		:							Optional[Any]=0.1   , __lowercase		:							List[Any]=0.1   , __lowercase		:							Union[str, Any]=10_24   , __lowercase		:							List[Any]=0.02   , __lowercase		:							Tuple=1e-12   , __lowercase		:							Optional[Any]=True   , __lowercase		:							Optional[Any]=True   , __lowercase		:							Any=0.0   , __lowercase		:							int=0.0   , __lowercase		:							str=1   , __lowercase		:							int=0   , __lowercase		:							Optional[int]=2   , **__lowercase		:							Dict   , )		->  Optional[Any]:
       SCREAMING_SNAKE_CASE__       :			Union[str, Any]													=vocab_size
       SCREAMING_SNAKE_CASE__       :			Optional[Any]													=max_position_embeddings
       SCREAMING_SNAKE_CASE__       :			str													=hidden_size
       SCREAMING_SNAKE_CASE__       :			int													=num_hidden_layers
       SCREAMING_SNAKE_CASE__       :			Tuple													=num_attention_heads
       SCREAMING_SNAKE_CASE__       :			Any													=intermediate_size
       SCREAMING_SNAKE_CASE__       :			int													=hidden_act
       SCREAMING_SNAKE_CASE__       :			List[Any]													=hidden_dropout_prob
       SCREAMING_SNAKE_CASE__       :			Dict													=attention_probs_dropout_prob
       SCREAMING_SNAKE_CASE__       :			Optional[int]													=initializer_range
       SCREAMING_SNAKE_CASE__       :			Union[str, Any]													=layer_norm_eps
       SCREAMING_SNAKE_CASE__       :			Optional[Any]													=scale_embedding
       SCREAMING_SNAKE_CASE__       :			str													=use_cache
       SCREAMING_SNAKE_CASE__       :			str													=layerdrop
       SCREAMING_SNAKE_CASE__       :			Dict													=activation_dropout
       super().__init__(pad_token_id=__lowercase   , bos_token_id=__lowercase   , eos_token_id=__lowercase   , **__lowercase )