



'''simple docstring'''



import argparse
import json
import os
import sys
import tempfile
import unittest
from argparse import Namespace
from dataclasses import dataclass, field
from enum import Enum
from pathlib import Path
from typing import List, Literal, Optional

import yaml

from transformers import HfArgumentParser, TrainingArguments
from transformers.hf_argparser import make_choice_type_function, string_to_bool


# Since Python 3.10, we can use the builtin `|` operator for Union types
# See PEP 604: https://peps.python.org/pep-0604
lowerCAmelCase_     :       List[str]								=						sys.version_info >= (3, 10)
def 					UpperCAmelCase   (						A  :				str=None					,		A  :				Any=None				):

							'''simple docstring'''





							return field(default_factory=lambda: default					,		metadata=A				)
@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   int
						_lowerCAmelCase     :   float
						_lowerCAmelCase     :   str
						_lowerCAmelCase     :   bool


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   int	     =				4_2
						_lowerCAmelCase     :   str	     =				field(default='toto'    ,				metadata={'help': 'help message'}			)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   bool	     =				False
						_lowerCAmelCase     :   bool	     =				True
						_lowerCAmelCase     :   Optional[bool]	     =				None


class 	lowerCamelCase_							(					snake_case_			):
						_lowerCAmelCase     :   Union[str, Any]	     =				'titi'
						_lowerCAmelCase     :   Union[str, Any]	     =				'toto'


class 	lowerCamelCase_							(					snake_case_			):
						_lowerCAmelCase     :   int	     =				'titi'
						_lowerCAmelCase     :   Optional[Any]	     =				'toto'
						_lowerCAmelCase     :   Union[str, Any]	     =				4_2


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   BasicEnum	     =				"toto"







						def 					__lowercase    (  self   :      List[Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      List[str]     					=			BasicEnum(self.foo				)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   MixedTypeEnum	     =				"toto"







						def 					__lowercase    (  self   :      str				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Dict     					=			MixedTypeEnum(self.foo				)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   Optional[int]	     =				None
						_lowerCAmelCase     :   Optional[float]	     =				field(default=snake_case_    ,				metadata={'help': 'help message'}			)
						_lowerCAmelCase     :   Optional[str]	     =				None
						_lowerCAmelCase     :   Optional[List[str]]	     =				list_field(default=[]			)
						_lowerCAmelCase     :   Optional[List[int]]	     =				list_field(default=[]			)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   List[int]	     =				list_field(default=[]			)
						_lowerCAmelCase     :   List[int]	     =				list_field(default=[1, 2, 3]			)
						_lowerCAmelCase     :   List[str]	     =				list_field(default=['Hallo', 'Bonjour', 'Hello']			)
						_lowerCAmelCase     :   List[float]	     =				list_field(default=[0.1, 0.2, 0.3]			)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   List[int]	     =				field()
						_lowerCAmelCase     :   str	     =				field()
						_lowerCAmelCase     :   BasicEnum	     =				field()







						def 					__lowercase    (  self   :      Any				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Dict     					=			BasicEnum(self.required_enum				)


@dataclass
class 	lowerCamelCase_							:
						_lowerCAmelCase     :   int
						_lowerCAmelCase     :   "BasicEnum"	     =				field()
						_lowerCAmelCase     :   "Optional[bool]"	     =				None
						_lowerCAmelCase     :   "str"	     =				field(default='toto'    ,				metadata={'help': 'help message'}			)
						_lowerCAmelCase     :   "List[str]"	     =				list_field(default=['Hallo', 'Bonjour', 'Hello']			)


if is_python_no_less_than_3_10:
							@dataclass
							class 	lowerCamelCase_							:
													_lowerCAmelCase     :   bool	     =				False
													_lowerCAmelCase     :   bool	     =				True
													_lowerCAmelCase     :   bool | None	     =				None


							@dataclass
							class 	lowerCamelCase_							:
													_lowerCAmelCase     :   int | None	     =				None
													_lowerCAmelCase     :   float | None	     =				field(default=snake_case_    ,				metadata={'help': 'help message'}			)
													_lowerCAmelCase     :   str | None	     =				None
													_lowerCAmelCase     :   list[str] | None	     =				list_field(default=[]			)
													_lowerCAmelCase     :   list[int] | None	     =				list_field(default=[]			)






class 	lowerCamelCase_							(					unittest.TestCase			):







						def 					__lowercase    (  self   :      Dict				,    lowerCAmelCase__   :      argparse.ArgumentParser				,    lowerCAmelCase__   :      argparse.ArgumentParser				):

													"""simple docstring"""
													self.assertEqual(len(a._actions				)				,    len(b._actions				)				)
													for x, y in zip(a._actions				,    b._actions				):
																				SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			{k: v for k, v in vars(lowerCAmelCase__				).items() if k != '''container'''}
																				SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			{k: v for k, v in vars(lowerCAmelCase__				).items() if k != '''container'''}

																				# Choices with mixed type have custom function as "type"
																				# So we need to compare results directly for equality
																				if xx.get('''choices'''				,    lowerCAmelCase__				) and yy.get('''choices'''				,    lowerCAmelCase__				):
																											for expected_choice in yy["choices"] + xx["choices"]:
																																		self.assertEqual(xx['''type'''](lowerCAmelCase__				)				,    yy['''type'''](lowerCAmelCase__				)				)
																											del xx["type"], yy["type"]

																				self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Optional[int]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Any     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--bar'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--baz'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--flag'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				,    const=lowerCAmelCase__				,    nargs='''?'''				)
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			['''--foo''', '''1''', '''--baz''', '''quux''', '''--bar''', '''0.5''']
													(SCREAMING_SNAKE_CASE)					:      Tuple     					=			parser.parse_args_into_dataclasses(lowerCAmelCase__				,    look_for_args_file=lowerCAmelCase__				)
													self.assertFalse(example.flag				)







						def 					__lowercase    (  self   :      List[str]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      str     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    default=42				,    type=lowerCAmelCase__				)
													expected.add_argument('''--baz'''				,    default='''toto'''				,    type=lowerCAmelCase__				,    help='''help message'''				)
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      List[Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				,    const=lowerCAmelCase__				,    nargs='''?'''				)
													expected.add_argument('''--baz'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				,    const=lowerCAmelCase__				,    nargs='''?'''				)
													# A boolean no_* argument always has to come after its "default: True" regular counter-part
													# and its default must be set to False
													expected.add_argument('''--no_baz'''				,    action='''store_false'''				,    default=lowerCAmelCase__				,    dest='''baz'''				)
													expected.add_argument('''--opt'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			[WithDefaultBoolExample]
													if is_python_no_less_than_3_10:
																				dataclass_types.append(lowerCAmelCase__				)

													for dataclass_type in dataclass_types:
																				SCREAMING_SNAKE_CASE					:      Tuple     					=			HfArgumentParser(lowerCAmelCase__				)
																				self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

																				SCREAMING_SNAKE_CASE					:      Any     					=			parser.parse_args([]				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      int     					=			parser.parse_args(['''--foo''', '''--no_baz''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      Dict     					=			parser.parse_args(['''--foo''', '''--baz''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      Tuple     					=			parser.parse_args(['''--foo''', '''True''', '''--baz''', '''True''', '''--opt''', '''True''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)

																				SCREAMING_SNAKE_CASE					:      Tuple     					=			parser.parse_args(['''--foo''', '''False''', '''--baz''', '''False''', '''--opt''', '''False''']				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    opt=lowerCAmelCase__				)				)







						def 					__lowercase    (  self   :      Optional[int]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			argparse.ArgumentParser()
													expected.add_argument(
													    '''--foo'''				,    default='''toto'''				,    choices=['''titi''', '''toto''', 42]				,    type=make_choice_type_function(['''titi''', '''toto''', 42]				)				,    )
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      str     					=			parser.parse_args([]				)
													self.assertEqual(args.foo				,    '''toto'''				)
													SCREAMING_SNAKE_CASE					:      int     					=			parser.parse_args_into_dataclasses([]				)[0]
													self.assertEqual(enum_ex.foo				,    MixedTypeEnum.toto				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			parser.parse_args(['''--foo''', '''titi''']				)
													self.assertEqual(args.foo				,    '''titi'''				)
													SCREAMING_SNAKE_CASE					:      str     					=			parser.parse_args_into_dataclasses(['''--foo''', '''titi''']				)[0]
													self.assertEqual(enum_ex.foo				,    MixedTypeEnum.titi				)

													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			parser.parse_args(['''--foo''', '''42''']				)
													self.assertEqual(args.foo				,    42				)
													SCREAMING_SNAKE_CASE					:      Any     					=			parser.parse_args_into_dataclasses(['''--foo''', '''42''']				)[0]
													self.assertEqual(enum_ex.foo				,    MixedTypeEnum.fourtytwo				)







						def 					__lowercase    (  self   :      Dict				):

													"""simple docstring"""
													@dataclass
													class 	lowerCamelCase_							:
																			_lowerCAmelCase     :   Literal["titi", "toto", 4_2]	     =				"toto"


													SCREAMING_SNAKE_CASE					:      Any     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      str     					=			argparse.ArgumentParser()
													expected.add_argument(
													    '''--foo'''				,    default='''toto'''				,    choices=('''titi''', '''toto''', 42)				,    type=make_choice_type_function(['''titi''', '''toto''', 42]				)				,    )
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      int     					=			parser.parse_args([]				)
													self.assertEqual(args.foo				,    '''toto'''				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			parser.parse_args(['''--foo''', '''titi''']				)
													self.assertEqual(args.foo				,    '''titi'''				)

													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			parser.parse_args(['''--foo''', '''42''']				)
													self.assertEqual(args.foo				,    42				)







						def 					__lowercase    (  self   :      int				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Tuple     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Tuple     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo_int'''				,    nargs='''+'''				,    default=[]				,    type=lowerCAmelCase__				)
													expected.add_argument('''--bar_int'''				,    nargs='''+'''				,    default=[1, 2, 3]				,    type=lowerCAmelCase__				)
													expected.add_argument('''--foo_str'''				,    nargs='''+'''				,    default=['''Hallo''', '''Bonjour''', '''Hello''']				,    type=lowerCAmelCase__				)
													expected.add_argument('''--foo_float'''				,    nargs='''+'''				,    default=[0.1, 0.2, 0.3]				,    type=lowerCAmelCase__				)

													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			parser.parse_args([]				)
													self.assertEqual(
													    lowerCAmelCase__				,    Namespace(foo_int=[]				,    bar_int=[1, 2, 3]				,    foo_str=['''Hallo''', '''Bonjour''', '''Hello''']				,    foo_float=[0.1, 0.2, 0.3]				)				,    )

													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			parser.parse_args('''--foo_int 1 --bar_int 2 3 --foo_str a b c --foo_float 0.1 0.7'''.split()				)
													self.assertEqual(lowerCAmelCase__				,    Namespace(foo_int=[1]				,    bar_int=[2, 3]				,    foo_str=['''a''', '''b''', '''c''']				,    foo_float=[0.1, 0.7]				)				)







						def 					__lowercase    (  self   :      str				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    default=lowerCAmelCase__				,    type=lowerCAmelCase__				)
													expected.add_argument('''--bar'''				,    default=lowerCAmelCase__				,    type=lowerCAmelCase__				,    help='''help message'''				)
													expected.add_argument('''--baz'''				,    default=lowerCAmelCase__				,    type=lowerCAmelCase__				)
													expected.add_argument('''--ces'''				,    nargs='''+'''				,    default=[]				,    type=lowerCAmelCase__				)
													expected.add_argument('''--des'''				,    nargs='''+'''				,    default=[]				,    type=lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			[OptionalExample]
													if is_python_no_less_than_3_10:
																				dataclass_types.append(lowerCAmelCase__				)

													for dataclass_type in dataclass_types:
																				SCREAMING_SNAKE_CASE					:      List[Any]     					=			HfArgumentParser(lowerCAmelCase__				)

																				self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)

																				SCREAMING_SNAKE_CASE					:      Dict     					=			parser.parse_args([]				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=lowerCAmelCase__				,    bar=lowerCAmelCase__				,    baz=lowerCAmelCase__				,    ces=[]				,    des=[]				)				)

																				SCREAMING_SNAKE_CASE					:      str     					=			parser.parse_args('''--foo 12 --bar 3.14 --baz 42 --ces a b c --des 1 2 3'''.split()				)
																				self.assertEqual(lowerCAmelCase__				,    Namespace(foo=12				,    bar=3.14				,    baz='''42'''				,    ces=['''a''', '''b''', '''c''']				,    des=[1, 2, 3]				)				)







						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Dict     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      str     					=			argparse.ArgumentParser()
													expected.add_argument('''--required_list'''				,    nargs='''+'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument('''--required_str'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument(
													    '''--required_enum'''				,    type=make_choice_type_function(['''titi''', '''toto''']				)				,    choices=['''titi''', '''toto''']				,    required=lowerCAmelCase__				,    )
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Optional[int]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      int     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      str     					=			argparse.ArgumentParser()
													expected.add_argument('''--foo'''				,    type=lowerCAmelCase__				,    required=lowerCAmelCase__				)
													expected.add_argument(
													    '''--required_enum'''				,    type=make_choice_type_function(['''titi''', '''toto''']				)				,    choices=['''titi''', '''toto''']				,    required=lowerCAmelCase__				,    )
													expected.add_argument('''--opt'''				,    type=lowerCAmelCase__				,    default=lowerCAmelCase__				)
													expected.add_argument('''--baz'''				,    default='''toto'''				,    type=lowerCAmelCase__				,    help='''help message'''				)
													expected.add_argument('''--foo_str'''				,    nargs='''+'''				,    default=['''Hallo''', '''Bonjour''', '''Hello''']				,    type=lowerCAmelCase__				)
													self.argparsersEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      int     					=			{
													    '''foo''': 12,
													    '''bar''': 3.14,
													    '''baz''': '''42''',
													    '''flag''': True,
													}

													SCREAMING_SNAKE_CASE					:      int     					=			parser.parse_dict(lowerCAmelCase__				)[0]
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			BasicExample(**lowerCAmelCase__				)
													self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Dict				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      str     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Optional[int]     					=			{
													    '''foo''': 12,
													    '''bar''': 3.14,
													    '''baz''': '''42''',
													    '''flag''': True,
													    '''extra''': 42,
													}

													self.assertRaises(lowerCAmelCase__				,    parser.parse_dict				,    lowerCAmelCase__				,    allow_extra_keys=lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Tuple     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      List[str]     					=			{
													    '''foo''': 12,
													    '''bar''': 3.14,
													    '''baz''': '''42''',
													    '''flag''': True,
													}
													with tempfile.TemporaryDirectory() as tmp_dir:
																				SCREAMING_SNAKE_CASE					:      Any     					=			os.path.join(lowerCAmelCase__				,    '''temp_json'''				)
																				os.mkdir(lowerCAmelCase__				)
																				with open(temp_local_path + '''.json'''				,    '''w+'''				) as f:
																											json.dump(lowerCAmelCase__				,    lowerCAmelCase__				)
																				SCREAMING_SNAKE_CASE					:      str     					=			parser.parse_yaml_file(Path(temp_local_path + '''.json'''				)				)[0]

													SCREAMING_SNAKE_CASE					:      List[str]     					=			BasicExample(**lowerCAmelCase__				)
													self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Optional[Any]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			HfArgumentParser(lowerCAmelCase__				)

													SCREAMING_SNAKE_CASE					:      Union[str, Any]     					=			{
													    '''foo''': 12,
													    '''bar''': 3.14,
													    '''baz''': '''42''',
													    '''flag''': True,
													}
													with tempfile.TemporaryDirectory() as tmp_dir:
																				SCREAMING_SNAKE_CASE					:      str     					=			os.path.join(lowerCAmelCase__				,    '''temp_yaml'''				)
																				os.mkdir(lowerCAmelCase__				)
																				with open(temp_local_path + '''.yaml'''				,    '''w+'''				) as f:
																											yaml.dump(lowerCAmelCase__				,    lowerCAmelCase__				)
																				SCREAMING_SNAKE_CASE					:      Optional[int]     					=			parser.parse_yaml_file(Path(temp_local_path + '''.yaml'''				)				)[0]
													SCREAMING_SNAKE_CASE					:      Tuple     					=			BasicExample(**lowerCAmelCase__				)
													self.assertEqual(lowerCAmelCase__				,    lowerCAmelCase__				)







						def 					__lowercase    (  self   :      int				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Any     					=			HfArgumentParser(lowerCAmelCase__				)
													self.assertIsNotNone(lowerCAmelCase__				)









'''simple docstring'''



import warnings
from typing import List, Optional, Union

from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding, PaddingStrategy, PreTokenizedInput, TextInput, TruncationStrategy
from ...utils import TensorType
class 	lowerCamelCase_							(					snake_case_			):
						_lowerCAmelCase     :   int	     =				['image_processor', 'tokenizer']
						_lowerCAmelCase     :   Union[str, Any]	     =				'LayoutLMv3ImageProcessor'
						_lowerCAmelCase     :   List[Any]	     =				('LayoutLMv3Tokenizer', 'LayoutLMv3TokenizerFast')







						def __init__(  self   :      str				,    lowerCAmelCase__   :      int=None				,    lowerCAmelCase__   :      str=None				,    **lowerCAmelCase__   :      List[str]				):

													"""simple docstring"""
													SCREAMING_SNAKE_CASE					:      Tuple     					=			None
													if "feature_extractor" in kwargs:
																				warnings.warn(
																				    '''The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`'''
																				    ''' instead.'''				,    lowerCAmelCase__				,    )
																				SCREAMING_SNAKE_CASE					:      List[str]     					=			kwargs.pop('''feature_extractor'''				)

													SCREAMING_SNAKE_CASE					:      Any     					=			image_processor if image_processor is not None else feature_extractor
													if image_processor is None:
																				raise ValueError('''You need to specify an `image_processor`.'''				)
													if tokenizer is None:
																				raise ValueError('''You need to specify a `tokenizer`.'''				)

													super().__init__(lowerCAmelCase__				,    lowerCAmelCase__				)







						def __call__(  self   :      Dict				,    lowerCAmelCase__   :      Any				,    lowerCAmelCase__   :      Union[TextInput, PreTokenizedInput, List[TextInput], List[PreTokenizedInput]] = None				,    lowerCAmelCase__   :      Optional[Union[PreTokenizedInput, List[PreTokenizedInput]]] = None				,    lowerCAmelCase__   :      Union[List[List[int]], List[List[List[int]]]] = None				,    lowerCAmelCase__   :      Optional[Union[List[int], List[List[int]]]] = None				,    lowerCAmelCase__   :      bool = True				,    lowerCAmelCase__   :      Union[bool, str, PaddingStrategy] = False				,    lowerCAmelCase__   :      Union[bool, str, TruncationStrategy] = None				,    lowerCAmelCase__   :      Optional[int] = None				,    lowerCAmelCase__   :      int = 0				,    lowerCAmelCase__   :      Optional[int] = None				,    lowerCAmelCase__   :      Optional[bool] = None				,    lowerCAmelCase__   :      Optional[bool] = None				,    lowerCAmelCase__   :      bool = False				,    lowerCAmelCase__   :      bool = False				,    lowerCAmelCase__   :      bool = False				,    lowerCAmelCase__   :      bool = False				,    lowerCAmelCase__   :      bool = True				,    lowerCAmelCase__   :      Optional[Union[str, TensorType]] = None				,    **lowerCAmelCase__   :      Any				,    ):

													"""simple docstring"""
													# verify input
													if self.image_processor.apply_ocr and (boxes is not None):
																				raise ValueError(
																				    '''You cannot provide bounding boxes if you initialized the image processor with apply_ocr set to True.'''				)

													if self.image_processor.apply_ocr and (word_labels is not None):
																				raise ValueError(
																				    '''You cannot provide word labels if you initialized the image processor with apply_ocr set to True.'''				)

													# first, apply the image processor
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			self.image_processor(images=lowerCAmelCase__				,    return_tensors=lowerCAmelCase__				)

													# second, apply the tokenizer
													if text is not None and self.image_processor.apply_ocr and text_pair is None:
																				if isinstance(lowerCAmelCase__				,    lowerCAmelCase__				):
																											SCREAMING_SNAKE_CASE					:      List[Any]     					=			[text]  # add batch dimension (as the image processor always adds a batch dimension)
																				SCREAMING_SNAKE_CASE					:      Optional[Any]     					=			features['''words''']

													SCREAMING_SNAKE_CASE					:      Tuple     					=			self.tokenizer(
													    text=text if text is not None else features['''words''']				,    text_pair=text_pair if text_pair is not None else None				,    boxes=boxes if boxes is not None else features['''boxes''']				,    word_labels=lowerCAmelCase__				,    add_special_tokens=lowerCAmelCase__				,    padding=lowerCAmelCase__				,    truncation=lowerCAmelCase__				,    max_length=lowerCAmelCase__				,    stride=lowerCAmelCase__				,    pad_to_multiple_of=lowerCAmelCase__				,    return_token_type_ids=lowerCAmelCase__				,    return_attention_mask=lowerCAmelCase__				,    return_overflowing_tokens=lowerCAmelCase__				,    return_special_tokens_mask=lowerCAmelCase__				,    return_offsets_mapping=lowerCAmelCase__				,    return_length=lowerCAmelCase__				,    verbose=lowerCAmelCase__				,    return_tensors=lowerCAmelCase__				,    **lowerCAmelCase__				,    )

													# add pixel values
													SCREAMING_SNAKE_CASE					:      List[Any]     					=			features.pop('''pixel_values'''				)
													if return_overflowing_tokens is True:
																				SCREAMING_SNAKE_CASE					:      Any     					=			self.get_overflowing_images(lowerCAmelCase__				,    encoded_inputs['''overflow_to_sample_mapping''']				)
													SCREAMING_SNAKE_CASE					:      Any     					=			images

													return encoded_inputs







						def 					__lowercase    (  self   :      str				,    lowerCAmelCase__   :      Optional[Any]				,    lowerCAmelCase__   :      Optional[int]				):

													"""simple docstring"""
													# in case there's an overflow, ensure each `input_ids` sample is mapped to its corresponding image
													SCREAMING_SNAKE_CASE					:      Dict     					=			[]
													for sample_idx in overflow_to_sample_mapping:
																				images_with_overflow.append(images[sample_idx]				)

													if len(lowerCAmelCase__				) != len(lowerCAmelCase__				):
																				raise ValueError(
																				    '''Expected length of images to be the same as the length of `overflow_to_sample_mapping`, but got'''
																				    F""" {len(lowerCAmelCase__				)} and {len(lowerCAmelCase__				)}"""				)

													return images_with_overflow







						def 					__lowercase    (  self   :      Any				,    *lowerCAmelCase__   :      Union[str, Any]				,    **lowerCAmelCase__   :      List[Any]				):

													"""simple docstring"""
													return self.tokenizer.batch_decode(*lowerCAmelCase__				,    **lowerCAmelCase__				)







						def 					__lowercase    (  self   :      Optional[int]				,    *lowerCAmelCase__   :      Optional[Any]				,    **lowerCAmelCase__   :      Tuple				):

													"""simple docstring"""
													return self.tokenizer.decode(*lowerCAmelCase__				,    **lowerCAmelCase__				)







						@property
						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													return ["input_ids", "bbox", "attention_mask", "pixel_values"]







						@property
						def 					__lowercase    (  self   :      Union[str, Any]				):

													"""simple docstring"""
													warnings.warn(
													    '''`feature_extractor_class` is deprecated and will be removed in v5. Use `image_processor_class` instead.'''				,    lowerCAmelCase__				,    )
													return self.image_processor_class







						@property
						def 					__lowercase    (  self   :      List[Any]				):

													"""simple docstring"""
													warnings.warn(
													    '''`feature_extractor` is deprecated and will be removed in v5. Use `image_processor` instead.'''				,    lowerCAmelCase__				,    )
													return self.image_processor




