
import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
__snake_case								=  object()

# For specifying empty leaf dict `{}`
__snake_case								=  object()






def 							_lowercase							(     UpperCamelCase_	,	UpperCamelCase_		)		->		Dict:
					'''simple docstring'''


					SCREAMING_SNAKE_CASE__													= tuple((re.compile(x + '$'		) for x in qs)		)
					for i in range(len(UpperCamelCase_		) - len(UpperCamelCase_		) + 1		):
										SCREAMING_SNAKE_CASE__													= [x.match(UpperCamelCase_		) for x, y in zip(UpperCamelCase_	,	ks[i:]		)]
										if matches and all(UpperCamelCase_		):
															return True
					return False






def 							_lowercase							(     UpperCamelCase_		)		->		int:
					'''simple docstring'''


					def replace(UpperCamelCase_	,	UpperCamelCase_		):
										for rule, replacement in rules:
															if _match(UpperCamelCase_	,	UpperCamelCase_		):
																				return replacement
										return val

					return replace






def 							_lowercase							(     )		->		Union[str, Any]:
					'''simple docstring'''


					return [
					    # embeddings
					    (("transformer", "wpe", "embedding"), P('mp'	,	UpperCamelCase_		)),
					    (("transformer", "wte", "embedding"), P('mp'	,	UpperCamelCase_		)),
					    # atention
					    (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(UpperCamelCase_	,	'mp'		)),
					    (("attention", "out_proj", "kernel"), P('mp'	,	UpperCamelCase_		)),
					    (("attention", "out_proj", "bias"), None),
					    # mlp
					    (("mlp", "c_fc", "kernel"), P(UpperCamelCase_	,	'mp'		)),
					    (("mlp", "c_fc", "bias"), P('mp'		)),
					    (("mlp", "c_proj", "kernel"), P('mp'	,	UpperCamelCase_		)),
					    (("mlp", "c_proj", "bias"), None),
					    # layer norms
					    ((r"ln_\d+", "bias"), None),
					    ((r"\d+", r"ln_\d+", "scale"), None),
					    (("ln_f", "bias"), None),
					    (("ln_f", "scale"), None),
					]






def 							_lowercase							(     UpperCamelCase_		)		->		Optional[Any]:
					'''simple docstring'''


					SCREAMING_SNAKE_CASE__													= _get_partition_rules()
					SCREAMING_SNAKE_CASE__													= _replacement_rules(UpperCamelCase_		)
					SCREAMING_SNAKE_CASE__													= {k: _unmatched for k in flatten_dict(UpperCamelCase_		)}
					SCREAMING_SNAKE_CASE__													= {k: replace(UpperCamelCase_	,	UpperCamelCase_		) for k, v in initd.items()}
					assert _unmatched not in result.values(), "Incomplete partition spec."
					return freeze(unflatten_dict(UpperCamelCase_		)		)







import os
import unittest

from transformers import LxmertTokenizer, LxmertTokenizerFast
from transformers.models.bert.tokenization_bert import VOCAB_FILES_NAMES
from transformers.testing_utils import require_tokenizers

from ...test_tokenization_common import TokenizerTesterMixin




@require_tokenizers
class 						lowercase__  (						_UpperCAmelCase     ,       unittest.TestCase  ):
	A__    :   Dict				       =LxmertTokenizer
	A__    :   List[Any]				       =LxmertTokenizerFast
	A__    :   Any				       =True
	A__    :   List[Any]				       =True
	def      A_				(			self							:   Optional[Any]							):
						super().setUp()

						SCREAMING_SNAKE_CASE__													= [
						    '[UNK]',
						    '[CLS]',
						    '[SEP]',
						    'want',
						    '##want',
						    '##ed',
						    'wa',
						    'un',
						    'runn',
						    '##ing',
						    ',',
						    'low',
						    'lowest',
						]
						SCREAMING_SNAKE_CASE__													= os.path.join(self.tmpdirname       ,   VOCAB_FILES_NAMES['vocab_file']							)
						with open(self.vocab_file       ,   'w'       ,   encoding='utf-8'							) as vocab_writer:
											vocab_writer.write(''.join([x + '\n' for x in vocab_tokens]							)							)
	def      A_				(			self							:   int       ,   UpperCAmelCase_							:   int							):
						SCREAMING_SNAKE_CASE__													= 'UNwant\u00E9d,running'
						SCREAMING_SNAKE_CASE__													= 'unwanted, running'
						return input_text, output_text
	def      A_				(			self							:   Optional[Any]							):
						SCREAMING_SNAKE_CASE__													= self.tokenizer_class(self.vocab_file							)

						SCREAMING_SNAKE_CASE__													= tokenizer.tokenize('UNwant\u00E9d,running'							)
						self.assertListEqual(UpperCAmelCase_       ,   ['un', '##want', '##ed', ',', 'runn', '##ing']							)
						self.assertListEqual(tokenizer.convert_tokens_to_ids(UpperCAmelCase_							)       ,   [7, 4, 5, 10, 8, 9]							)





	def      A_				(			self							:   List[str]							):
						if not self.test_rust_tokenizer:
											return

						SCREAMING_SNAKE_CASE__													= self.get_tokenizer()
						SCREAMING_SNAKE_CASE__													= self.get_rust_tokenizer()

						SCREAMING_SNAKE_CASE__													= 'I was born in 92000, and this is falsé.'

						SCREAMING_SNAKE_CASE__													= tokenizer.tokenize(UpperCAmelCase_							)
						SCREAMING_SNAKE_CASE__													= rust_tokenizer.tokenize(UpperCAmelCase_							)
						self.assertListEqual(UpperCAmelCase_       ,   UpperCAmelCase_							)

						SCREAMING_SNAKE_CASE__													= tokenizer.encode(UpperCAmelCase_       ,   add_special_tokens=UpperCAmelCase_							)
						SCREAMING_SNAKE_CASE__													= rust_tokenizer.encode(UpperCAmelCase_       ,   add_special_tokens=UpperCAmelCase_							)
						self.assertListEqual(UpperCAmelCase_       ,   UpperCAmelCase_							)

						SCREAMING_SNAKE_CASE__													= self.get_rust_tokenizer()
						SCREAMING_SNAKE_CASE__													= tokenizer.encode(UpperCAmelCase_							)
						SCREAMING_SNAKE_CASE__													= rust_tokenizer.encode(UpperCAmelCase_							)
						self.assertListEqual(UpperCAmelCase_       ,   UpperCAmelCase_							)





