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	: int    		=  sys.version_info >= (3, 10)
def    A			(					_lowercase=None	,						_lowercase=None		):
						return field(default_factory=lambda: default	,						metadata=_lowercase		)





@dataclass
class       lowercase__		:
						UpperCamelCase_  =	42
						UpperCamelCase_  =	42
						UpperCamelCase_  =	42
						UpperCamelCase_  =	42






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	42
						UpperCamelCase_  =	field(default="""toto"""			,							metadata={"""help""": """help message"""})






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	False
						UpperCamelCase_  =	True
						UpperCamelCase_  =	None






class       lowercase__		(     UpperCamelCase_):
						UpperCamelCase_  =	"""titi"""
						UpperCamelCase_  =	"""toto"""






class       lowercase__		(     UpperCamelCase_):
						UpperCamelCase_  =	"""titi"""
						UpperCamelCase_  =	"""toto"""
						UpperCamelCase_  =	42






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	"toto"


						def  __A ( self			:       int		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					int           =							BasicEnum(self.foo		)






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	"toto"


						def  __A ( self			:       Any		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Dict           =							MixedTypeEnum(self.foo		)






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	None
						UpperCamelCase_  =	field(default=UpperCamelCase_			,							metadata={"""help""": """help message"""})
						UpperCamelCase_  =	None
						UpperCamelCase_  =	list_field(default=[])
						UpperCamelCase_  =	list_field(default=[])






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	list_field(default=[])
						UpperCamelCase_  =	list_field(default=[1, 2, 3])
						UpperCamelCase_  =	list_field(default=["""Hallo""", """Bonjour""", """Hello"""])
						UpperCamelCase_  =	list_field(default=[0.1, 0.2, 0.3])






@dataclass
class       lowercase__		:
						UpperCamelCase_  =	field()
						UpperCamelCase_  =	field()
						UpperCamelCase_  =	field()


						def  __A ( self			:       Tuple		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Tuple           =							BasicEnum(self.required_enum		)






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


if is_python_no_less_than_3_10:





					@dataclass
					class       lowercase__		:
											UpperCamelCase_  =	False
											UpperCamelCase_  =	True
											UpperCamelCase_  =	None






					@dataclass
					class       lowercase__		:
											UpperCamelCase_  =	None
											UpperCamelCase_  =	field(default=UpperCamelCase_			,							metadata={"""help""": """help message"""})
											UpperCamelCase_  =	None
											UpperCamelCase_  =	list_field(default=[])
											UpperCamelCase_  =	list_field(default=[])





class       lowercase__		(     unittest.TestCase):


						def  __A ( self			:       Union[str, Any]					,	UpperCamelCase__			:       argparse.ArgumentParser					,	UpperCamelCase__			:       argparse.ArgumentParser		):





												'''simple docstring'''





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

																		self.assertEqual(UpperCamelCase__					,	UpperCamelCase__		)


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





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							HfArgumentParser(UpperCamelCase__		)

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

												SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							['''--foo''', '''1''', '''--baz''', '''quux''', '''--bar''', '''0.5''']
												((SCREAMING_SNAKE_CASE)       ,						)							:					Optional[int]           =							parser.parse_args_into_dataclasses(UpperCamelCase__					,	look_for_args_file=UpperCamelCase__		)
												self.assertFalse(example.flag		)


						def  __A ( self			:       List[Any]		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					List[Any]           =							HfArgumentParser(UpperCamelCase__		)

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


						def  __A ( self			:       Tuple		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							argparse.ArgumentParser()
												expected.add_argument('''--foo'''					,	type=UpperCamelCase__					,	default=UpperCamelCase__					,	const=UpperCamelCase__					,	nargs='''?'''		)
												expected.add_argument('''--baz'''					,	type=UpperCamelCase__					,	default=UpperCamelCase__					,	const=UpperCamelCase__					,	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=UpperCamelCase__					,	dest='''baz'''		)
												expected.add_argument('''--opt'''					,	type=UpperCamelCase__					,	default=UpperCamelCase__		)

												SCREAMING_SNAKE_CASE							:					Optional[int]           =							[WithDefaultBoolExample]
												if is_python_no_less_than_3_10:
																		dataclass_types.append(UpperCamelCase__		)

												for dataclass_type in dataclass_types:
																		SCREAMING_SNAKE_CASE							:					Optional[Any]           =							HfArgumentParser(UpperCamelCase__		)
																		self.argparsersEqual(UpperCamelCase__					,	UpperCamelCase__		)

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

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

																		SCREAMING_SNAKE_CASE							:					Optional[Any]           =							parser.parse_args(['''--foo''', '''--baz''']		)
																		self.assertEqual(UpperCamelCase__					,	Namespace(foo=UpperCamelCase__					,	baz=UpperCamelCase__					,	opt=UpperCamelCase__		)		)

																		SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							parser.parse_args(['''--foo''', '''True''', '''--baz''', '''True''', '''--opt''', '''True''']		)
																		self.assertEqual(UpperCamelCase__					,	Namespace(foo=UpperCamelCase__					,	baz=UpperCamelCase__					,	opt=UpperCamelCase__		)		)

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


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





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					int           =							HfArgumentParser(UpperCamelCase__		)

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

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

												SCREAMING_SNAKE_CASE							:					Dict           =							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  __A ( self			:       Dict		):





												'''simple docstring'''





												@dataclass
												class       lowercase__		:
																		UpperCamelCase_  =	"toto"






												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							HfArgumentParser(UpperCamelCase__		)

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

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

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

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


						def  __A ( self			:       List[Any]		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							HfArgumentParser(UpperCamelCase__		)

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

												self.argparsersEqual(UpperCamelCase__					,	UpperCamelCase__		)

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

												SCREAMING_SNAKE_CASE							:					Tuple           =							parser.parse_args('''--foo_int 1 --bar_int 2 3 --foo_str a b c --foo_float 0.1 0.7'''.split()		)
												self.assertEqual(UpperCamelCase__					,	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							:					Optional[int]           =							argparse.ArgumentParser()
												expected.add_argument('''--foo'''					,	default=UpperCamelCase__					,	type=UpperCamelCase__		)
												expected.add_argument('''--bar'''					,	default=UpperCamelCase__					,	type=UpperCamelCase__					,	help='''help message'''		)
												expected.add_argument('''--baz'''					,	default=UpperCamelCase__					,	type=UpperCamelCase__		)
												expected.add_argument('''--ces'''					,	nargs='''+'''					,	default=[]					,	type=UpperCamelCase__		)
												expected.add_argument('''--des'''					,	nargs='''+'''					,	default=[]					,	type=UpperCamelCase__		)

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

												for dataclass_type in dataclass_types:
																		SCREAMING_SNAKE_CASE							:					str           =							HfArgumentParser(UpperCamelCase__		)

																		self.argparsersEqual(UpperCamelCase__					,	UpperCamelCase__		)

																		SCREAMING_SNAKE_CASE							:					Optional[Any]           =							parser.parse_args([]		)
																		self.assertEqual(UpperCamelCase__					,	Namespace(foo=UpperCamelCase__					,	bar=UpperCamelCase__					,	baz=UpperCamelCase__					,	ces=[]					,	des=[]		)		)

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


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





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							HfArgumentParser(UpperCamelCase__		)

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


						def  __A ( self			:       int		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Any           =							HfArgumentParser(UpperCamelCase__		)

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


						def  __A ( self			:       Dict		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Any           =							HfArgumentParser(UpperCamelCase__		)

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

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


						def  __A ( self			:       Tuple		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							HfArgumentParser(UpperCamelCase__		)

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

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


						def  __A ( self			:       Optional[int]		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[Any]           =							HfArgumentParser(UpperCamelCase__		)

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

												SCREAMING_SNAKE_CASE							:					str           =							BasicExample(**UpperCamelCase__		)
												self.assertEqual(UpperCamelCase__					,	UpperCamelCase__		)


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





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Dict           =							HfArgumentParser(UpperCamelCase__		)

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



						def  __A ( self			:       List[Any]		):





												'''simple docstring'''





												SCREAMING_SNAKE_CASE							:					Optional[int]           =							HfArgumentParser(UpperCamelCase__		)
												self.assertIsNotNone(UpperCamelCase__		)






import random
def    A			(					_lowercase	,						_lowercase		):
						SCREAMING_SNAKE_CASE       ,						SCREAMING_SNAKE_CASE       ,						SCREAMING_SNAKE_CASE							:					Tuple           =							[], [], []
						for element in data:
												if element < pivot:
																		less.append(_lowercase		)
												elif element > pivot:
																		greater.append(_lowercase		)
												else:
																		equal.append(_lowercase		)
						return less, equal, greater



def    A			(					_lowercase	,						_lowercase		):
						# index = len(items) // 2 when trying to find the median
						#   (value of index when items is sorted)

						# invalid input
						if index >= len(_lowercase		) or index < 0:
												return None

						SCREAMING_SNAKE_CASE							:					Dict           =							items[random.randint(0	,						len(_lowercase		) - 1		)]
						SCREAMING_SNAKE_CASE							:					int           =							0
						SCREAMING_SNAKE_CASE       ,						SCREAMING_SNAKE_CASE       ,						SCREAMING_SNAKE_CASE							:					List[str]           =							_partition(_lowercase	,						_lowercase		)
						SCREAMING_SNAKE_CASE							:					List[Any]           =							len(_lowercase		)
						SCREAMING_SNAKE_CASE							:					Optional[Any]           =							len(_lowercase		)

						# index is the pivot
						if m <= index < m + count:
												return pivot
						# must be in smaller
						elif m > index:
												return quick_select(_lowercase	,						_lowercase		)
						# must be in larger
						else:
												return quick_select(_lowercase	,						index - (m + count)		)





