


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
__UpperCamelCase    		=       sys.version_info >= (3, 1_0)
def        UpperCamelCase_(				_A   :Dict=None				,     _A   :Tuple=None  )->		int:
			return field(default_factory=lambda: default				,     metadata=_A  )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					int
			_UpperCamelCase		:					float
			_UpperCamelCase		:					str
			_UpperCamelCase		:					bool







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					int    =		42
			_UpperCamelCase		:					str    =		field(default='toto'					,	metadata={'help': 'help message'}      )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					bool    =		False
			_UpperCamelCase		:					bool    =		True
			_UpperCamelCase		:					Optional[bool]    =		None







class        lowerCamelCase__	(							UpperCAmelCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Any    =		'titi'
			_UpperCamelCase		:					Optional[int]    =		'toto'







class        lowerCamelCase__	(							UpperCAmelCase      ):






			"""simple docstring"""






			_UpperCamelCase		:					Union[str, Any]    =		'titi'
			_UpperCamelCase		:					int    =		'toto'
			_UpperCamelCase		:					Tuple    =		42







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					BasicEnum    =		"toto"




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       BasicEnum(self.foo     )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					MixedTypeEnum    =		"toto"




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       MixedTypeEnum(self.foo     )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					Optional[int]    =		None
			_UpperCamelCase		:					Optional[float]    =		field(default=UpperCAmelCase					,	metadata={'help': 'help message'}      )
			_UpperCamelCase		:					Optional[str]    =		None
			_UpperCamelCase		:					Optional[List[str]]    =		list_field(default=[]      )
			_UpperCamelCase		:					Optional[List[int]]    =		list_field(default=[]      )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					List[int]    =		list_field(default=[]      )
			_UpperCamelCase		:					List[int]    =		list_field(default=[1, 2, 3]      )
			_UpperCamelCase		:					List[str]    =		list_field(default=['Hallo', 'Bonjour', 'Hello']      )
			_UpperCamelCase		:					List[float]    =		list_field(default=[0.1, 0.2, 0.3]      )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






			_UpperCamelCase		:					List[int]    =		field()
			_UpperCamelCase		:					str    =		field()
			_UpperCamelCase		:					BasicEnum    =		field()




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       BasicEnum(self.required_enum     )







@dataclass
class        lowerCamelCase__	:






			"""simple docstring"""






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


if is_python_no_less_than_3_10:







						@dataclass
						class        lowerCamelCase__	:






									"""simple docstring"""






									_UpperCamelCase		:					bool    =		False
									_UpperCamelCase		:					bool    =		True
									_UpperCamelCase		:					bool | None    =		None







						@dataclass
						class        lowerCamelCase__	:






									"""simple docstring"""






									_UpperCamelCase		:					int | None    =		None
									_UpperCamelCase		:					float | None    =		field(default=UpperCAmelCase					,	metadata={'help': 'help message'}      )
									_UpperCamelCase		:					str | None    =		None
									_UpperCamelCase		:					list[str] | None    =		list_field(default=[]      )
									_UpperCamelCase		:					list[int] | None    =		list_field(default=[]      )







class        lowerCamelCase__	(							unittest.TestCase      ):






			"""simple docstring"""






			def 				snake_case__				(							self      ,						snake_case      ,						snake_case     ):

						'''simple docstring'''


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

									self.assertEqual(snake_case      ,						snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       argparse.ArgumentParser()
						expected.add_argument("--foo"      ,						type=snake_case      ,						required=snake_case     )
						expected.add_argument("--bar"      ,						type=snake_case      ,						required=snake_case     )
						expected.add_argument("--baz"      ,						type=snake_case      ,						required=snake_case     )
						expected.add_argument("--flag"      ,						type=snake_case      ,						default=snake_case      ,						const=snake_case      ,						nargs="?"     )
						self.argparsersEqual(snake_case      ,						snake_case     )

						UpperCamelCase__					=       ["--foo", "1", "--baz", "quux", "--bar", "0.5"]
						((UpperCamelCase__),      )					=       parser.parse_args_into_dataclasses(snake_case      ,						look_for_args_file=snake_case     )
						self.assertFalse(example.flag     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       argparse.ArgumentParser()
						expected.add_argument("--foo"      ,						default=42      ,						type=snake_case     )
						expected.add_argument("--baz"      ,						default="toto"      ,						type=snake_case      ,						help="help message"     )
						self.argparsersEqual(snake_case      ,						snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       argparse.ArgumentParser()
						expected.add_argument("--foo"      ,						type=snake_case      ,						default=snake_case      ,						const=snake_case      ,						nargs="?"     )
						expected.add_argument("--baz"      ,						type=snake_case      ,						default=snake_case      ,						const=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=snake_case      ,						dest="baz"     )
						expected.add_argument("--opt"      ,						type=snake_case      ,						default=snake_case     )

						UpperCamelCase__					=       [WithDefaultBoolExample]
						if is_python_no_less_than_3_10:
									dataclass_types.append(snake_case     )

						for dataclass_type in dataclass_types:
									UpperCamelCase__					=       HfArgumentParser(snake_case     )
									self.argparsersEqual(snake_case      ,						snake_case     )

									UpperCamelCase__					=       parser.parse_args([]     )
									self.assertEqual(snake_case      ,						Namespace(foo=snake_case      ,						baz=snake_case      ,						opt=snake_case     )     )

									UpperCamelCase__					=       parser.parse_args(["--foo", "--no_baz"]     )
									self.assertEqual(snake_case      ,						Namespace(foo=snake_case      ,						baz=snake_case      ,						opt=snake_case     )     )

									UpperCamelCase__					=       parser.parse_args(["--foo", "--baz"]     )
									self.assertEqual(snake_case      ,						Namespace(foo=snake_case      ,						baz=snake_case      ,						opt=snake_case     )     )

									UpperCamelCase__					=       parser.parse_args(["--foo", "True", "--baz", "True", "--opt", "True"]     )
									self.assertEqual(snake_case      ,						Namespace(foo=snake_case      ,						baz=snake_case      ,						opt=snake_case     )     )

									UpperCamelCase__					=       parser.parse_args(["--foo", "False", "--baz", "False", "--opt", "False"]     )
									self.assertEqual(snake_case      ,						Namespace(foo=snake_case      ,						baz=snake_case      ,						opt=snake_case     )     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       argparse.ArgumentParser()
						expected.add_argument(
						    "--foo"      ,						default="toto"      ,						choices=["titi", "toto", 42]      ,						type=make_choice_type_function(["titi", "toto", 42]     )      ,						)
						self.argparsersEqual(snake_case      ,						snake_case     )

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

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

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						@dataclass
						class        lowerCamelCase__	:






									"""simple docstring"""






									_UpperCamelCase		:					Literal["titi", "toto", 42]    =		"toto"



						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       argparse.ArgumentParser()
						expected.add_argument(
						    "--foo"      ,						default="toto"      ,						choices=("titi", "toto", 42)      ,						type=make_choice_type_function(["titi", "toto", 42]     )      ,						)
						self.argparsersEqual(snake_case      ,						snake_case     )

						UpperCamelCase__					=       parser.parse_args([]     )
						self.assertEqual(args.foo      ,						"toto"     )

						UpperCamelCase__					=       parser.parse_args(["--foo", "titi"]     )
						self.assertEqual(args.foo      ,						"titi"     )

						UpperCamelCase__					=       parser.parse_args(["--foo", "42"]     )
						self.assertEqual(args.foo      ,						42     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

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

						self.argparsersEqual(snake_case      ,						snake_case     )

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

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       argparse.ArgumentParser()
						expected.add_argument("--foo"      ,						default=snake_case      ,						type=snake_case     )
						expected.add_argument("--bar"      ,						default=snake_case      ,						type=snake_case      ,						help="help message"     )
						expected.add_argument("--baz"      ,						default=snake_case      ,						type=snake_case     )
						expected.add_argument("--ces"      ,						nargs="+"      ,						default=[]      ,						type=snake_case     )
						expected.add_argument("--des"      ,						nargs="+"      ,						default=[]      ,						type=snake_case     )

						UpperCamelCase__					=       [OptionalExample]
						if is_python_no_less_than_3_10:
									dataclass_types.append(snake_case     )

						for dataclass_type in dataclass_types:
									UpperCamelCase__					=       HfArgumentParser(snake_case     )

									self.argparsersEqual(snake_case      ,						snake_case     )

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

									UpperCamelCase__					=       parser.parse_args("--foo 12 --bar 3.14 --baz 42 --ces a b c --des 1 2 3".split()     )
									self.assertEqual(snake_case      ,						Namespace(foo=12      ,						bar=3.14      ,						baz="42"      ,						ces=["a", "b", "c"]      ,						des=[1, 2, 3]     )     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       {
						    "foo": 12,
						    "bar": 3.14,
						    "baz": "42",
						    "flag": True,
						}

						UpperCamelCase__					=       parser.parse_dict(snake_case     )[0]
						UpperCamelCase__					=       BasicExample(**snake_case     )
						self.assertEqual(snake_case      ,						snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       {
						    "foo": 12,
						    "bar": 3.14,
						    "baz": "42",
						    "flag": True,
						    "extra": 42,
						}

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




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

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

						UpperCamelCase__					=       BasicExample(**snake_case     )
						self.assertEqual(snake_case      ,						snake_case     )




			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )

						UpperCamelCase__					=       {
						    "foo": 12,
						    "bar": 3.14,
						    "baz": "42",
						    "flag": True,
						}
						with tempfile.TemporaryDirectory() as tmp_dir:
									UpperCamelCase__					=       os.path.join(snake_case      ,						"temp_yaml"     )
									os.mkdir(snake_case     )
									with open(temp_local_path + ".yaml"      ,						"w+"     ) as f:
												yaml.dump(snake_case      ,						snake_case     )
									UpperCamelCase__					=       parser.parse_yaml_file(Path(temp_local_path + ".yaml"     )     )[0]
						UpperCamelCase__					=       BasicExample(**snake_case     )
						self.assertEqual(snake_case      ,						snake_case     )







			def 				snake_case__				(							self     ):

						'''simple docstring'''


						UpperCamelCase__					=       HfArgumentParser(snake_case     )
						self.assertIsNotNone(snake_case     )






from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_flax_available,
    is_tf_available,
    is_torch_available,
)


__UpperCamelCase    		=       {
    'configuration_resnet': ['RESNET_PRETRAINED_CONFIG_ARCHIVE_MAP', 'ResNetConfig', 'ResNetOnnxConfig']
}

try:
						if not is_torch_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						__UpperCamelCase    		=       [
						    'RESNET_PRETRAINED_MODEL_ARCHIVE_LIST',
						    'ResNetForImageClassification',
						    'ResNetModel',
						    'ResNetPreTrainedModel',
						    'ResNetBackbone',
						]

try:
						if not is_tf_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						__UpperCamelCase    		=       [
						    'TF_RESNET_PRETRAINED_MODEL_ARCHIVE_LIST',
						    'TFResNetForImageClassification',
						    'TFResNetModel',
						    'TFResNetPreTrainedModel',
						]

try:
						if not is_flax_available():
												raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
						pass
else:
						__UpperCamelCase    		=       [
						    'FlaxResNetForImageClassification',
						    'FlaxResNetModel',
						    'FlaxResNetPreTrainedModel',
						]

if TYPE_CHECKING:
						from .configuration_resnet import RESNET_PRETRAINED_CONFIG_ARCHIVE_MAP, ResNetConfig, ResNetOnnxConfig

						try:
												if not is_torch_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_resnet import (
												    RESNET_PRETRAINED_MODEL_ARCHIVE_LIST,
												    ResNetBackbone,
												    ResNetForImageClassification,
												    ResNetModel,
												    ResNetPreTrainedModel,
												)

						try:
												if not is_tf_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_tf_resnet import (
												    TF_RESNET_PRETRAINED_MODEL_ARCHIVE_LIST,
												    TFResNetForImageClassification,
												    TFResNetModel,
												    TFResNetPreTrainedModel,
												)

						try:
												if not is_flax_available():
																		raise OptionalDependencyNotAvailable()
						except OptionalDependencyNotAvailable:
												pass
						else:
												from .modeling_flax_resnet import FlaxResNetForImageClassification, FlaxResNetModel, FlaxResNetPreTrainedModel


else:
						import sys

						__UpperCamelCase    		=       _LazyModule(__name__, globals()['__file__'], _import_structure)


