




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     lowerCamelCase__(					__lowerCamelCase ,     unittest.TestCase):
      UpperCAmelCase__      :	int    		=   LxmertTokenizer
      UpperCAmelCase__      :	Tuple    		=   LxmertTokenizerFast
      UpperCAmelCase__      :	Optional[Any]    		=   True
      UpperCAmelCase__      :	int    		=   True
      def 			lowerCAmelCase__						(				self: str   ):
             super().setUp()

             __lowerCamelCase   =						[
                 """[UNK]""",
                 """[CLS]""",
                 """[SEP]""",
                 """want""",
                 """##want""",
                 """##ed""",
                 """wa""",
                 """un""",
                 """runn""",
                 """##ing""",
                 """,""",
                 """low""",
                 """lowest""",
             ]
             __lowerCamelCase   =						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 			lowerCAmelCase__						(				self: List[Any]    ,       UpperCamelCase_: Optional[int]   ):
             __lowerCamelCase   =						"""UNwant\u00E9d,running"""
             __lowerCamelCase   =						"""unwanted, running"""
             return input_text, output_text
      def 			lowerCAmelCase__						(				self: Tuple   ):
             __lowerCamelCase   =						self.tokenizer_class(self.vocab_file   )

             __lowerCamelCase   =						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 			lowerCAmelCase__						(				self: str   ):
             if not self.test_rust_tokenizer:
                    return

             __lowerCamelCase   =						self.get_tokenizer()
             __lowerCamelCase   =						self.get_rust_tokenizer()

             __lowerCamelCase   =						"""I was born in 92000, and this is falsé."""

             __lowerCamelCase   =						tokenizer.tokenize(UpperCamelCase_   )
             __lowerCamelCase   =						rust_tokenizer.tokenize(UpperCamelCase_   )
             self.assertListEqual(UpperCamelCase_    ,       UpperCamelCase_   )

             __lowerCamelCase   =						tokenizer.encode(UpperCamelCase_    ,       add_special_tokens=UpperCamelCase_   )
             __lowerCamelCase   =						rust_tokenizer.encode(UpperCamelCase_    ,       add_special_tokens=UpperCamelCase_   )
             self.assertListEqual(UpperCamelCase_    ,       UpperCamelCase_   )

             __lowerCamelCase   =						self.get_rust_tokenizer()
             __lowerCamelCase   =						tokenizer.encode(UpperCamelCase_   )
             __lowerCamelCase   =						rust_tokenizer.encode(UpperCamelCase_   )
             self.assertListEqual(UpperCamelCase_    ,       UpperCamelCase_   )






"""simple docstring"""
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
_lowerCAmelCase    :str     =					object()

# For specifying empty leaf dict `{}`
_lowerCAmelCase    :str     =					object()





def  lowerCamelCase_						(UpperCamelCase__		:		List[str]     ,       UpperCamelCase__		:		int							):
    _UpperCAmelCase							:  Dict											=    tuple((re.compile(x + '''$'''							) for x in qs)							)
    for i in range(len(UpperCamelCase__							) - len(UpperCamelCase__							) + 1							):
        _UpperCAmelCase							:  str											=    [x.match(UpperCamelCase__							) for x, y in zip(UpperCamelCase__     ,       ks[i:]							)]
        if matches and all(UpperCamelCase__							):
            return True
    return False





def  lowerCamelCase_						(UpperCamelCase__		:		List[str]							):
    def replace(UpperCamelCase__		:		List[str]     ,       UpperCamelCase__		:		Tuple							):
        for rule, replacement in rules:
            if _match(UpperCamelCase__     ,       UpperCamelCase__							):
                return replacement
        return val

    return replace





def  lowerCamelCase_						():
    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  lowerCamelCase_						(UpperCamelCase__		:		str							):
    _UpperCAmelCase							:  List[str]											=    _get_partition_rules()
    _UpperCAmelCase							:  List[str]											=    _replacement_rules(UpperCamelCase__							)
    _UpperCAmelCase							:  List[Any]											=    {k: _unmatched for k in flatten_dict(UpperCamelCase__							)}
    _UpperCAmelCase							:  int											=    {k: replace(UpperCamelCase__     ,       UpperCamelCase__							) for k, v in initd.items()}
    assert _unmatched not in result.values(), "Incomplete partition spec."
    return freeze(unflatten_dict(UpperCamelCase__							)							)


