




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
SCREAMING_SNAKE_CASE__     :     int		    =       sys.version_info >= (3, 10)

def lowercase    (  SCREAMING_SNAKE_CASE=None       ,    SCREAMING_SNAKE_CASE=None )			->							List[str]:


			'''simple docstring'''







			return field(default_factory=lambda: default       ,    metadata=SCREAMING_SNAKE_CASE )



@dataclass
class       a_       :
	A    							= 42
	A    							= 42
	A    							= 42
	A    							= 42




@dataclass
class       a_       :
	A    							= 42
	A    							= field(default='''toto'''  ,    metadata={'''help''': '''help message'''}     )




@dataclass
class       a_       :
	A    							= False
	A    							= True
	A    							= None




class       a_       (     SCREAMING_SNAKE_CASE__     ):
	A    							= '''titi'''
	A    							= '''toto'''




class       a_       (     SCREAMING_SNAKE_CASE__     ):
	A    							= '''titi'''
	A    							= '''toto'''
	A    							= 42




@dataclass
class       a_       :
	A    							= "toto"





	def 						A_(							self      )  ->					Optional[Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						BasicEnum(self.foo      )




@dataclass
class       a_       :
	A    							= "toto"





	def 						A_(							self      )  ->					int:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						MixedTypeEnum(self.foo      )




@dataclass
class       a_       :
	A    							= None
	A    							= field(default=SCREAMING_SNAKE_CASE__  ,    metadata={'''help''': '''help message'''}     )
	A    							= None
	A    							= list_field(default=[]     )
	A    							= list_field(default=[]     )




@dataclass
class       a_       :
	A    							= list_field(default=[]     )
	A    							= list_field(default=[1, 2, 3]     )
	A    							= list_field(default=['''Hallo''', '''Bonjour''', '''Hello''']     )
	A    							= list_field(default=[0.1, 0.2, 0.3]     )




@dataclass
class       a_       :
	A    							= field()
	A    							= field()
	A    							= field()





	def 						A_(							self      )  ->					Optional[int]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						BasicEnum(self.required_enum      )




@dataclass
class       a_       :
	A    							= 42
	A    							= field()
	A    							= None
	A    							= field(default='''toto'''  ,    metadata={'''help''': '''help message'''}     )
	A    							= list_field(default=['''Hallo''', '''Bonjour''', '''Hello''']     )


if is_python_no_less_than_3_10:



				@dataclass
				class       a_       :
					A    							= False
					A    							= True
					A    							= None




				@dataclass
				class       a_       :
					A    							= None
					A    							= field(default=SCREAMING_SNAKE_CASE__  ,    metadata={'''help''': '''help message'''}     )
					A    							= None
					A    							= list_field(default=[]     )
					A    							= list_field(default=[]     )



class       a_       (     unittest.TestCase     ):





	def 						A_(							self      ,     SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )  ->					Union[str, Any]:




				"""simple docstring"""



				self.assertEqual(len(a._actions      )      ,     len(b._actions      )      )
				for x, y in zip(a._actions      ,     b._actions      ):
							SCREAMING_SNAKE_CASE_								=						{k: v for k, v in vars(SCREAMING_SNAKE_CASE      ).items() if k != 'container'}
							SCREAMING_SNAKE_CASE_								=						{k: v for k, v in vars(SCREAMING_SNAKE_CASE      ).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'      ,     SCREAMING_SNAKE_CASE      ) and yy.get('choices'      ,     SCREAMING_SNAKE_CASE      ):
										for expected_choice in yy["choices"] + xx["choices"]:
													self.assertEqual(xx['type'](SCREAMING_SNAKE_CASE      )      ,     yy['type'](SCREAMING_SNAKE_CASE      )      )
										del xx["type"], yy["type"]

							self.assertEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )





	def 						A_(							self      )  ->					Union[str, Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						argparse.ArgumentParser()
				expected.add_argument('--foo'      ,     type=SCREAMING_SNAKE_CASE      ,     required=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--bar'      ,     type=SCREAMING_SNAKE_CASE      ,     required=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--baz'      ,     type=SCREAMING_SNAKE_CASE      ,     required=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--flag'      ,     type=SCREAMING_SNAKE_CASE      ,     default=SCREAMING_SNAKE_CASE      ,     const=SCREAMING_SNAKE_CASE      ,     nargs='?'      )
				self.argparsersEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						['--foo', '1', '--baz', 'quux', '--bar', '0.5']
				((SCREAMING_SNAKE_CASE_)						,		)								=						parser.parse_args_into_dataclasses(SCREAMING_SNAKE_CASE      ,     look_for_args_file=SCREAMING_SNAKE_CASE      )
				self.assertFalse(example.flag      )





	def 						A_(							self      )  ->					Union[str, Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						argparse.ArgumentParser()
				expected.add_argument('--foo'      ,     default=42      ,     type=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--baz'      ,     default='toto'      ,     type=SCREAMING_SNAKE_CASE      ,     help='help message'      )
				self.argparsersEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )





	def 						A_(							self      )  ->					List[Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						argparse.ArgumentParser()
				expected.add_argument('--foo'      ,     type=SCREAMING_SNAKE_CASE      ,     default=SCREAMING_SNAKE_CASE      ,     const=SCREAMING_SNAKE_CASE      ,     nargs='?'      )
				expected.add_argument('--baz'      ,     type=SCREAMING_SNAKE_CASE      ,     default=SCREAMING_SNAKE_CASE      ,     const=SCREAMING_SNAKE_CASE      ,     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=SCREAMING_SNAKE_CASE      ,     dest='baz'      )
				expected.add_argument('--opt'      ,     type=SCREAMING_SNAKE_CASE      ,     default=SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						[WithDefaultBoolExample]
				if is_python_no_less_than_3_10:
							dataclass_types.append(SCREAMING_SNAKE_CASE      )

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

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

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

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

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

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





	def 						A_(							self      )  ->					Any:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

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

				SCREAMING_SNAKE_CASE_								=						parser.parse_args([]      )
				self.assertEqual(args.foo      ,     'toto'      )
				SCREAMING_SNAKE_CASE_								=						parser.parse_args_into_dataclasses([]      )[0]
				self.assertEqual(enum_ex.foo      ,     MixedTypeEnum.toto      )

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

				SCREAMING_SNAKE_CASE_								=						parser.parse_args(['--foo', '42']      )
				self.assertEqual(args.foo      ,     42      )
				SCREAMING_SNAKE_CASE_								=						parser.parse_args_into_dataclasses(['--foo', '42']      )[0]
				self.assertEqual(enum_ex.foo      ,     MixedTypeEnum.fourtytwo      )





	def 						A_(							self      )  ->					List[str]:




				"""simple docstring"""



				@dataclass
				class       a_       :
					A    							= "toto"




				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

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

				SCREAMING_SNAKE_CASE_								=						parser.parse_args([]      )
				self.assertEqual(args.foo      ,     'toto'      )

				SCREAMING_SNAKE_CASE_								=						parser.parse_args(['--foo', 'titi']      )
				self.assertEqual(args.foo      ,     'titi'      )

				SCREAMING_SNAKE_CASE_								=						parser.parse_args(['--foo', '42']      )
				self.assertEqual(args.foo      ,     42      )





	def 						A_(							self      )  ->					Tuple:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

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

				self.argparsersEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )

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

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





	def 						A_(							self      )  ->					Any:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						argparse.ArgumentParser()
				expected.add_argument('--foo'      ,     default=SCREAMING_SNAKE_CASE      ,     type=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--bar'      ,     default=SCREAMING_SNAKE_CASE      ,     type=SCREAMING_SNAKE_CASE      ,     help='help message'      )
				expected.add_argument('--baz'      ,     default=SCREAMING_SNAKE_CASE      ,     type=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--ces'      ,     nargs='+'      ,     default=[]      ,     type=SCREAMING_SNAKE_CASE      )
				expected.add_argument('--des'      ,     nargs='+'      ,     default=[]      ,     type=SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						[OptionalExample]
				if is_python_no_less_than_3_10:
							dataclass_types.append(SCREAMING_SNAKE_CASE      )

				for dataclass_type in dataclass_types:
							SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

							self.argparsersEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )

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

							SCREAMING_SNAKE_CASE_								=						parser.parse_args('--foo 12 --bar 3.14 --baz 42 --ces a b c --des 1 2 3'.split()      )
							self.assertEqual(SCREAMING_SNAKE_CASE      ,     Namespace(foo=12      ,     bar=3.1_4      ,     baz='42'      ,     ces=['a', 'b', 'c']      ,     des=[1, 2, 3]      )      )





	def 						A_(							self      )  ->					Optional[Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

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





	def 						A_(							self      )  ->					Optional[Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

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





	def 						A_(							self      )  ->					Optional[Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						{
				    'foo': 12,
				    'bar': 3.1_4,
				    'baz': '42',
				    'flag': True,
				}

				SCREAMING_SNAKE_CASE_								=						parser.parse_dict(SCREAMING_SNAKE_CASE      )[0]
				SCREAMING_SNAKE_CASE_								=						BasicExample(**SCREAMING_SNAKE_CASE      )
				self.assertEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )





	def 						A_(							self      )  ->					List[Any]:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						{
				    'foo': 12,
				    'bar': 3.1_4,
				    'baz': '42',
				    'flag': True,
				    'extra': 42,
				}

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





	def 						A_(							self      )  ->					Tuple:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						{
				    'foo': 12,
				    'bar': 3.1_4,
				    'baz': '42',
				    'flag': True,
				}
				with tempfile.TemporaryDirectory() as tmp_dir:
							SCREAMING_SNAKE_CASE_								=						os.path.join(SCREAMING_SNAKE_CASE      ,     'temp_json'      )
							os.mkdir(SCREAMING_SNAKE_CASE      )
							with open(temp_local_path + '.json'      ,     'w+'      ) as f:
										json.dump(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )
							SCREAMING_SNAKE_CASE_								=						parser.parse_yaml_file(Path(temp_local_path + '.json'      )      )[0]

				SCREAMING_SNAKE_CASE_								=						BasicExample(**SCREAMING_SNAKE_CASE      )
				self.assertEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )





	def 						A_(							self      )  ->					Tuple:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )

				SCREAMING_SNAKE_CASE_								=						{
				    'foo': 12,
				    'bar': 3.1_4,
				    'baz': '42',
				    'flag': True,
				}
				with tempfile.TemporaryDirectory() as tmp_dir:
							SCREAMING_SNAKE_CASE_								=						os.path.join(SCREAMING_SNAKE_CASE      ,     'temp_yaml'      )
							os.mkdir(SCREAMING_SNAKE_CASE      )
							with open(temp_local_path + '.yaml'      ,     'w+'      ) as f:
										yaml.dump(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )
							SCREAMING_SNAKE_CASE_								=						parser.parse_yaml_file(Path(temp_local_path + '.yaml'      )      )[0]
				SCREAMING_SNAKE_CASE_								=						BasicExample(**SCREAMING_SNAKE_CASE      )
				self.assertEqual(SCREAMING_SNAKE_CASE      ,     SCREAMING_SNAKE_CASE      )





	def 						A_(							self      )  ->					str:




				"""simple docstring"""



				SCREAMING_SNAKE_CASE_								=						HfArgumentParser(SCREAMING_SNAKE_CASE      )
				self.assertIsNotNone(SCREAMING_SNAKE_CASE      )






from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


SCREAMING_SNAKE_CASE__     :     Optional[int]		    =       logging.get_logger(__name__)

SCREAMING_SNAKE_CASE__     :     str		    =       {
    "google/mobilenet_v2_1.4_224": "https://huggingface.co/google/mobilenet_v2_1.4_224/resolve/main/config.json",
    "google/mobilenet_v2_1.0_224": "https://huggingface.co/google/mobilenet_v2_1.0_224/resolve/main/config.json",
    "google/mobilenet_v2_0.75_160": "https://huggingface.co/google/mobilenet_v2_0.75_160/resolve/main/config.json",
    "google/mobilenet_v2_0.35_96": "https://huggingface.co/google/mobilenet_v2_0.35_96/resolve/main/config.json",
    # See all MobileNetV2 models at https://huggingface.co/models?filter=mobilenet_v2
}



class       a_       (     SCREAMING_SNAKE_CASE__     ):
	A    							= '''mobilenet_v2'''





	def __init__(							self      ,     SCREAMING_SNAKE_CASE=3      ,     SCREAMING_SNAKE_CASE=224      ,     SCREAMING_SNAKE_CASE=1.0      ,     SCREAMING_SNAKE_CASE=8      ,     SCREAMING_SNAKE_CASE=8      ,     SCREAMING_SNAKE_CASE=6      ,     SCREAMING_SNAKE_CASE=32      ,     SCREAMING_SNAKE_CASE=True      ,     SCREAMING_SNAKE_CASE=True      ,     SCREAMING_SNAKE_CASE="relu6"      ,     SCREAMING_SNAKE_CASE=True      ,     SCREAMING_SNAKE_CASE=0.8      ,     SCREAMING_SNAKE_CASE=0.0_2      ,     SCREAMING_SNAKE_CASE=0.0_0_1      ,     SCREAMING_SNAKE_CASE=255      ,     **SCREAMING_SNAKE_CASE      ,     )  ->					Dict:




				"""simple docstring"""



				super().__init__(**SCREAMING_SNAKE_CASE      )

				if depth_multiplier <= 0:
							raise ValueError('depth_multiplier must be greater than zero.'      )

				SCREAMING_SNAKE_CASE_								=						num_channels
				SCREAMING_SNAKE_CASE_								=						image_size
				SCREAMING_SNAKE_CASE_								=						depth_multiplier
				SCREAMING_SNAKE_CASE_								=						depth_divisible_by
				SCREAMING_SNAKE_CASE_								=						min_depth
				SCREAMING_SNAKE_CASE_								=						expand_ratio
				SCREAMING_SNAKE_CASE_								=						output_stride
				SCREAMING_SNAKE_CASE_								=						first_layer_is_expansion
				SCREAMING_SNAKE_CASE_								=						finegrained_output
				SCREAMING_SNAKE_CASE_								=						hidden_act
				SCREAMING_SNAKE_CASE_								=						tf_padding
				SCREAMING_SNAKE_CASE_								=						classifier_dropout_prob
				SCREAMING_SNAKE_CASE_								=						initializer_range
				SCREAMING_SNAKE_CASE_								=						layer_norm_eps
				SCREAMING_SNAKE_CASE_								=						semantic_loss_ignore_index




class       a_       (     SCREAMING_SNAKE_CASE__     ):
	A    							= version.parse('''1.11'''     )





	@property
	def 						A_(							self      )  ->					Mapping[str, Mapping[int, str]]:




				"""simple docstring"""



				return OrderedDict([('pixel_values', {0: 'batch'})]      )





	@property
	def 						A_(							self      )  ->					Mapping[str, Mapping[int, str]]:




				"""simple docstring"""



				if self.task == "image-classification":
							return OrderedDict([('logits', {0: 'batch'})]      )
				else:
							return OrderedDict([('last_hidden_state', {0: 'batch'}), ('pooler_output', {0: 'batch'})]      )





	@property
	def 						A_(							self      )  ->					float:




				"""simple docstring"""



				return 1e-4
